{"meta":{"query_hash":"f8bc10570123","filters":{"venue":"MAST. Maritime studies/Maritime studies"},"cohort_total":61,"direct_labels_cover":0,"predictions_cover":61,"exported":61,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/f8bc10570123","api":"https://metacan.xera.ac/api/v1/cohort?venue=MAST.+Maritime+studies%2FMaritime+studies"},"results":[{"id":"W1534188976","doi":"10.1186/s40152-015-0032-y","title":"Towards adaptive co-management of small-scale fisheries in Uruguay and Brazil: lessons from using Ostrom’s design principles","year":2015,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":76,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Canada Research Chairs; International Development Research Centre","keywords":"Commons; Common-pool resource; Corporate governance; Fisheries management; Context (archaeology); Collective action; Government (linguistics); Adaptive management; Citizen journalism; Fisheries law; Participatory action research; Scale (ratio); Institutional analysis; Holistic management; Environmental resource management; Political science; Business; Sociology; Economics; Ecology; Geography; Economic growth; Management; Social science; Law","score_opus":0.19776813622517656,"score_gpt":0.32194781418391577,"score_spread":0.12417967795873922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1534188976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.437906,0.0019468814,0.3748979,0.0324989,0.00012283577,0.0017143126,0.00006900839,0.00020320022,0.15064089],"genre_scores_gemma":[0.87966377,0.00048033433,0.1126486,0.00069104513,0.00000920931,0.0008269253,0.000019927385,0.00005329093,0.0056069545],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98189074,0.014242029,0.0006275113,0.0009984355,0.0014743289,0.00076692284],"domain_scores_gemma":[0.98211306,0.012572537,0.0013220645,0.0018372755,0.0015001384,0.0006549389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020937236,0.0006011145,0.00040767528,0.0012061055,0.0051045865,0.0058047744,0.001960244,0.0014863684,0.0015298737],"category_scores_gemma":[0.018912919,0.00052247924,0.0006344549,0.0009774142,0.015754638,0.004885568,0.006469166,0.0016305471,0.00016249654],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006600959,0.00024142704,0.017845003,0.0007926187,0.000035094192,0.0014601895,0.23860596,0.005476509,0.0041574994,0.592962,0.002347707,0.13600998],"study_design_scores_gemma":[0.00013030448,0.00061132153,0.023423309,0.002895908,0.00013358388,0.0018039156,0.23174797,0.023979869,0.0082818465,0.39950657,0.30733642,0.00014908116],"about_ca_topic_score_codex":0.024031164,"about_ca_topic_score_gemma":0.060919914,"teacher_disagreement_score":0.024031164,"about_ca_system_score_codex":0.0090740025,"about_ca_system_score_gemma":0.012246067,"threshold_uncertainty_score":0.110728025},"labels":[],"label_agreement":null},{"id":"W1593766987","doi":"10.1186/s40152-015-0031-z","title":"Governability assessment of the Galapagos Marine Reserve","year":2015,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Social Sciences and Humanities Research Council of Canada; National Park Service; Secretaría de Educación Superior, Ciencia, Tecnología e Innovación","keywords":"Corporate governance; Marine reserve; Sustainability; Inefficiency; Marine protected area; Complementarity (molecular biology); Nature reserve; Environmental resource management; Business; Economics; Ecology; Biology; Finance","score_opus":0.05591055303043458,"score_gpt":0.3192137329776191,"score_spread":0.26330317994718455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1593766987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.972981,0.00013166814,0.0031511127,0.00030768593,0.0000050680237,0.000099538585,0.00024636247,0.00003118226,0.023046305],"genre_scores_gemma":[0.9984744,0.000034277808,0.00080632017,0.000010677565,0.0000016890768,0.0000213323,0.00009936439,0.000002034959,0.0005498625],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9990846,0.0003772379,0.00005369627,0.00011169916,0.00026615738,0.00010653186],"domain_scores_gemma":[0.9971908,0.0013600453,0.0005015643,0.00022648113,0.00051832356,0.00020294708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015763119,0.0001273414,0.00012463292,0.0019425877,0.0007811724,0.0017569847,0.0005340847,0.00027548338,0.0022869187],"category_scores_gemma":[0.004402271,0.00007818033,0.00017390956,0.0012326086,0.0012264205,0.00084704015,0.0015515699,0.00026276815,0.00009225665],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020446045,0.00011816484,0.7528959,0.00044553282,0.00012477303,0.0025467353,0.028969066,0.028358156,0.009868885,0.038691532,0.0021394063,0.13563746],"study_design_scores_gemma":[0.000013169039,0.00013386535,0.90216976,0.0002516257,0.00004027678,0.0004238273,0.0346741,0.020421904,0.0018894215,0.011183798,0.028756127,0.00004210429],"about_ca_topic_score_codex":0.019916061,"about_ca_topic_score_gemma":0.02829426,"teacher_disagreement_score":0.019916061,"about_ca_system_score_codex":0.0021506392,"about_ca_system_score_gemma":0.0009401593,"threshold_uncertainty_score":0.039600253},"labels":[],"label_agreement":null},{"id":"W2056566101","doi":"10.1186/2212-9790-12-11","title":"Cooperation as a survival strategy among west of Ireland small-scale mussel farmers","year":2013,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"European Regional Development Fund; Curtin University of Technology; University of Galway; National University of Ireland; Higher Education Authority; St. Francis Xavier University","keywords":"Aquaculture; Scale (ratio); Fishery; Production (economics); Fish <Actinopterygii>; Business; Ethnography; Economics; Geography; Biology; Microeconomics; Archaeology","score_opus":0.022310069975415184,"score_gpt":0.2627992229218644,"score_spread":0.24048915294644924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056566101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99790454,0.000021784836,0.000037494,0.00013550094,0.0000019813265,0.0000038463813,0.0000031951913,7.7350705e-7,0.0018909025],"genre_scores_gemma":[0.99925774,0.00002126031,0.000039480772,0.000016203696,0.0000011752064,0.0000030832914,0.0000027591304,4.6178081e-7,0.00065775187],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99943465,0.00020758294,0.0000153029,0.00007787494,0.000054324213,0.00021030525],"domain_scores_gemma":[0.998346,0.00036386997,0.00048397045,0.00007617239,0.00017914818,0.0005509076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001185556,0.00011047878,0.0001063105,0.00049888005,0.0026407235,0.0014788758,0.0003701764,0.0003229709,0.0018573119],"category_scores_gemma":[0.0016176971,0.00013833703,0.0000632757,0.00024518848,0.0024542115,0.0009279422,0.0016801019,0.00039145883,0.00014435647],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019892564,0.0001944841,0.45984218,0.000056616536,0.00001637461,0.0032350586,0.4944724,0.00012595163,0.0066900286,0.002730604,0.001372867,0.031064464],"study_design_scores_gemma":[0.000008977691,0.0002281466,0.3560853,0.00004143632,0.000008660357,0.00045359693,0.63393867,0.00021741498,0.00023765407,0.00040328281,0.008357505,0.000019369374],"about_ca_topic_score_codex":0.028203033,"about_ca_topic_score_gemma":0.09735245,"teacher_disagreement_score":0.028203033,"about_ca_system_score_codex":0.0017609508,"about_ca_system_score_gemma":0.0014686756,"threshold_uncertainty_score":0.05607778},"labels":[],"label_agreement":null},{"id":"W2099021621","doi":"10.1186/2212-9790-11-3","title":"Adaptive learning, technological innovation and livelihood diversification: the adoption of pound nets in Rio de Janeiro State, Brazil","year":2012,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; International Development Research Centre; University of Manitoba","keywords":"Diversification (marketing strategy); Livelihood; Restructuring; Fishing; Pound (networking); Narrative; Economy; Business; Environmental resource management; Knowledge management; Economics; Geography; Political science; Marketing; Computer science; Agriculture; Finance","score_opus":0.04117963610466074,"score_gpt":0.2715281126078689,"score_spread":0.23034847650320817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099021621","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9956079,0.0002542046,0.000095312455,0.00062449195,0.0000029002572,0.000014382427,0.0000072135754,0.0000014034147,0.003392106],"genre_scores_gemma":[0.9991623,0.00028559272,0.0001232112,0.000038142523,0.0000010869866,0.000007521481,0.0000043301775,8.2141736e-7,0.0003770085],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9990915,0.00041908515,0.000038266204,0.00009172533,0.0001610863,0.00019834278],"domain_scores_gemma":[0.99820507,0.00088640937,0.00047930604,0.000076481614,0.00014008337,0.00021270376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016312444,0.00014029538,0.00019936002,0.00082996004,0.0019617567,0.0016401535,0.0006168907,0.0005343568,0.00081847387],"category_scores_gemma":[0.0047452943,0.0002060353,0.0001274303,0.0009337559,0.0029638559,0.0009844843,0.0021435071,0.0006140987,0.000045803943],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044369244,0.00013719367,0.17039809,0.0002803225,0.000019059602,0.003275754,0.76748633,0.00024985336,0.004192739,0.011892978,0.00035638124,0.041666962],"study_design_scores_gemma":[0.000008460854,0.00016837099,0.33559716,0.00029570522,0.000021169179,0.0009702401,0.6276697,0.0005739334,0.0007100537,0.0012064888,0.032746136,0.0000325717],"about_ca_topic_score_codex":0.071951546,"about_ca_topic_score_gemma":0.18978302,"teacher_disagreement_score":0.071951546,"about_ca_system_score_codex":0.003946231,"about_ca_system_score_gemma":0.0033090902,"threshold_uncertainty_score":0.14306545},"labels":[],"label_agreement":null},{"id":"W2104021977","doi":"10.1186/s40152-015-0020-2","title":"Seafood insecurity, bush meat consumption, and public health emergency in West Africa: Did we miss the early warning signs of an Ebola epidemic?","year":2015,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Wellcome Trust","keywords":"Public health; Food security; Consumption (sociology); Resilience (materials science); Business; Bushmeat; Wildlife; Food safety; Climate change; Outbreak; Psychological resilience; Environmental health; Economic growth; Geography; Environmental planning; Economics; Agriculture; Medicine; Ecology","score_opus":0.20983757712024356,"score_gpt":0.3830180354379569,"score_spread":0.17318045831771336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104021977","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.926959,0.022763526,0.00013786156,0.04623376,0.0001825707,0.000017374634,0.00018538989,0.0000021072478,0.0035185302],"genre_scores_gemma":[0.98400915,0.013318758,0.00014273783,0.0020079506,0.00014727836,0.000011080715,0.000036428475,0.0000011793746,0.000325371],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9996898,0.00015006746,0.000018198758,0.00002548772,0.000017737302,0.000098675],"domain_scores_gemma":[0.9991898,0.00021088691,0.00032848137,0.000014178335,0.000074823925,0.00018186594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008754794,0.0001810766,0.00023427403,0.000652204,0.00090766343,0.001352476,0.00026146963,0.0008078387,0.0020027119],"category_scores_gemma":[0.0030300783,0.00018745106,0.00016839083,0.0012386275,0.0008532981,0.0022228546,0.001003861,0.0010791797,0.0000975388],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017122853,0.00015567387,0.9143519,0.0007577036,0.000112250185,0.0026395507,0.021557033,0.00015694048,0.00048271552,0.0043170247,0.0050040265,0.050294004],"study_design_scores_gemma":[0.000015036412,0.00020067565,0.8701933,0.001904663,0.00009822624,0.0011618687,0.110386506,0.0003593844,0.00017146963,0.00313036,0.012346949,0.00003145379],"about_ca_topic_score_codex":0.040506043,"about_ca_topic_score_gemma":0.07417183,"teacher_disagreement_score":0.040506043,"about_ca_system_score_codex":0.0010354873,"about_ca_system_score_gemma":0.0014066255,"threshold_uncertainty_score":0.08054054},"labels":[],"label_agreement":null},{"id":"W2114109569","doi":"10.1186/s40152-014-0014-5","title":"Fish commoditization and the historical origins of catching fish for profit","year":2015,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Marine animal studies overview","field":"Environmental Science","cited_by":79,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Subsistence agriculture; Commoditization; Fishing; Capelin; Fishery; Commodity; Fish stock; Overfishing; Overexploitation; Geography; Ecology; Fish <Actinopterygii>; Business; Agriculture; Biology; Economics","score_opus":0.06404652763590783,"score_gpt":0.2941912979015103,"score_spread":0.23014477026560243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114109569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6706452,0.041030757,0.0017094493,0.015882142,0.00017038577,0.000014786999,0.00015343109,0.000018768505,0.27037522],"genre_scores_gemma":[0.96870327,0.020254511,0.00045490597,0.00042660348,0.00009643414,0.0000073853025,0.000032528354,0.000015129773,0.010009191],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9997484,0.000079773185,0.000012344835,0.00006209087,0.00003946469,0.000057904923],"domain_scores_gemma":[0.9994004,0.0002667559,0.00013148448,0.000050236416,0.00008253009,0.00006854479],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008786856,0.00011319918,0.00010204196,0.0012931937,0.00162374,0.0022656398,0.00023602598,0.0005266487,0.004290562],"category_scores_gemma":[0.0013647218,0.00019842225,0.00007861836,0.001518529,0.0074572647,0.0032948472,0.001806062,0.0010004888,0.0002725966],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010037881,0.00006162165,0.061885033,0.0002787965,0.00002978274,0.0008727815,0.14059433,0.00027126042,0.0018862652,0.618123,0.0042355275,0.17166118],"study_design_scores_gemma":[0.000006496771,0.00012141126,0.33360022,0.001183295,0.000030961543,0.0011675096,0.10560088,0.0002945165,0.0012585206,0.07888116,0.4777971,0.00005800491],"about_ca_topic_score_codex":0.015424235,"about_ca_topic_score_gemma":0.035349302,"teacher_disagreement_score":0.015424235,"about_ca_system_score_codex":0.0022903397,"about_ca_system_score_gemma":0.0007179159,"threshold_uncertainty_score":0.030668914},"labels":[],"label_agreement":null},{"id":"W2116156924","doi":"10.1186/2212-9790-12-7","title":"Negotiating risk and poverty in mangrove fishing communities of the Bangladesh Sundarbans","year":2013,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Universität Bremen","keywords":"Poverty; Fishing; Scale (ratio); Negotiation; Business; Poverty trap; Endowment; Development economics; Fishery; Economic growth; Economics; Natural resource economics; Geography; Political science","score_opus":0.01959312110590773,"score_gpt":0.22929413620936576,"score_spread":0.20970101510345804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2116156924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99908996,0.000021563088,0.00001782488,0.00012824469,8.8852914e-7,0.0000059674617,0.000009494796,3.418428e-7,0.00072583434],"genre_scores_gemma":[0.99949133,0.00007293392,0.000040726143,0.000022284865,7.160576e-7,0.000007467236,0.000007565301,3.67491e-7,0.00035659285],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9996239,0.0001540571,0.000015645845,0.000033657747,0.000034171673,0.0001385605],"domain_scores_gemma":[0.9993826,0.00012905752,0.00015514472,0.000019387626,0.00007106065,0.00024282643],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004758398,0.00028067754,0.00027816353,0.0004270243,0.0043843966,0.0011910576,0.0003901545,0.00049141096,0.0037641511],"category_scores_gemma":[0.0011969261,0.0002401922,0.00015867963,0.000491896,0.001704238,0.0008932882,0.0018752874,0.00057894055,0.00025630047],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001793739,0.00045463993,0.52057445,0.00013469682,0.000044589084,0.0032052025,0.44915456,0.0002221116,0.002774938,0.0019743196,0.0010476446,0.020233447],"study_design_scores_gemma":[0.000008798528,0.00021637176,0.26819643,0.00010012397,0.000014489921,0.00039868156,0.72718066,0.00030680886,0.00011294522,0.00077879865,0.002657478,0.00002828026],"about_ca_topic_score_codex":0.060846973,"about_ca_topic_score_gemma":0.14338654,"teacher_disagreement_score":0.060846973,"about_ca_system_score_codex":0.0014928728,"about_ca_system_score_gemma":0.0015903723,"threshold_uncertainty_score":0.12098563},"labels":[],"label_agreement":null},{"id":"W2165968461","doi":"10.1186/s40152-014-0013-6","title":"Institutions for managing common-pool resources: the case of community-based shrimp aquaculture in northwestern Sri Lanka","year":2014,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"University of Kelaniya; Northwestern University","keywords":"Shrimp; Aquaculture; Shrimp farming; Business; Government (linguistics); Fishery; Scale (ratio); Agriculture; Private sector; Environmental resource management; Geography; Ecology; Economic growth; Economics; Fish <Actinopterygii>; Biology","score_opus":0.08399371545744627,"score_gpt":0.3064459999573306,"score_spread":0.2224522844998843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2165968461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98183215,0.00019672223,0.0008527746,0.0014390495,0.00000438306,0.00007965469,0.00002739998,0.000008475985,0.015559465],"genre_scores_gemma":[0.9982346,0.00014044695,0.00039231154,0.000038536673,0.000002762864,0.000029107072,0.000010679277,0.0000013031143,0.0011501326],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99801743,0.00083576905,0.00006147896,0.00008861223,0.000105943756,0.0008907514],"domain_scores_gemma":[0.997062,0.00075182226,0.0007002039,0.0001445383,0.00034468595,0.000996759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019490339,0.0003144242,0.00039921806,0.0015664741,0.0069645443,0.0055989046,0.0017640458,0.0023331137,0.0045042452],"category_scores_gemma":[0.0026866856,0.0003105051,0.00057512376,0.0015696535,0.006644851,0.0023581076,0.0059696897,0.0012988113,0.00017122278],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005898154,0.0013121198,0.37880185,0.0004883199,0.00034500257,0.075739354,0.06046511,0.05028679,0.0040860213,0.39034146,0.0036901452,0.03385407],"study_design_scores_gemma":[0.0003895455,0.00094630587,0.24922314,0.00090755214,0.000443123,0.007243314,0.5798032,0.059224494,0.0018901612,0.054558106,0.045055773,0.00031525615],"about_ca_topic_score_codex":0.1328058,"about_ca_topic_score_gemma":0.24379699,"teacher_disagreement_score":0.1328058,"about_ca_system_score_codex":0.011774924,"about_ca_system_score_gemma":0.007843248,"threshold_uncertainty_score":0.26406556},"labels":[],"label_agreement":null},{"id":"W2286742451","doi":"10.1186/s40152-016-0040-6","title":"Can small-scale commercial and subsistence fisheries co-exist? Lessons from an indigenous community in northern Manitoba, Canada","year":2016,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Manitoba","funders":"Canada Research Chairs","keywords":"Subsistence agriculture; Fishing; Fishery; Indigenous; Geography; De facto; Commercial fishing; Fisheries management; Reciprocity (cultural anthropology); Environmental resource management; Ecology; Environmental science; Political science; Archaeology; Sociology; Agriculture","score_opus":0.09253360156423276,"score_gpt":0.364663987187467,"score_spread":0.2721303856232342,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2286742451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9876496,0.0011958487,0.00011251656,0.0035804373,0.000039404815,0.00007386402,0.00009224888,0.000004986537,0.007251018],"genre_scores_gemma":[0.99413115,0.0015910267,0.0002700854,0.00085610244,0.000011524418,0.00003182343,0.00006491614,0.0000081170065,0.0030353263],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9975618,0.0005275757,0.00007062076,0.0002239017,0.00041388613,0.0012022469],"domain_scores_gemma":[0.995833,0.00081121735,0.00026237575,0.00010730944,0.00137149,0.0016146605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027140225,0.0004970467,0.0007595688,0.001888067,0.024901958,0.004762655,0.0026805585,0.0010671329,0.0033371418],"category_scores_gemma":[0.004443458,0.00060486904,0.00035596982,0.004198207,0.0075216894,0.001777981,0.004613339,0.0021574467,0.00024774254],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000062742234,0.00017061926,0.12881577,0.00019512778,0.000035503228,0.003395775,0.8422145,0.00006561124,0.00053885503,0.0018033863,0.0022623253,0.020439655],"study_design_scores_gemma":[0.00000615266,0.000029189812,0.058149602,0.00017885584,0.000020281666,0.00020548442,0.9368353,0.00007957802,0.000048186168,0.00022693789,0.0041991724,0.000021262711],"about_ca_topic_score_codex":0.9958211,"about_ca_topic_score_gemma":0.99891293,"teacher_disagreement_score":0.06007266,"about_ca_system_score_codex":0.06007266,"about_ca_system_score_gemma":0.12244558,"threshold_uncertainty_score":0.43585968},"labels":[],"label_agreement":null},{"id":"W2518047913","doi":"10.1186/s40152-016-0052-2","title":"Ocean tracking technologies: observing species at risk","year":2016,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Tracking (education); Politics; Endangered species; Fish <Actinopterygii>; Term (time); Environmental resource management; Computer science; Environmental planning; Political science; Fishery; Geography; Environmental science; Ecology; Sociology; Biology; Law","score_opus":0.05173002022533063,"score_gpt":0.282013981543375,"score_spread":0.23028396131804435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2518047913","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23727326,0.031443518,0.092022546,0.09367228,0.0035424174,0.0008289471,0.033336412,0.0030058,0.50487494],"genre_scores_gemma":[0.7188468,0.03172903,0.16212042,0.00634351,0.0019712371,0.0005967914,0.015184033,0.00028956594,0.06291874],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999071,0.000418432,0.000060976527,0.00011211664,0.00028062583,0.00005690162],"domain_scores_gemma":[0.99675167,0.0012705479,0.0008526297,0.00024407574,0.0006256131,0.00025549662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027303007,0.00032317883,0.000182053,0.001992394,0.0005248692,0.0017854891,0.0005464327,0.0009034701,0.009959953],"category_scores_gemma":[0.006978885,0.00016298238,0.00020077967,0.002482685,0.00042883016,0.003086885,0.0013912799,0.0007105542,0.002182275],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015959164,0.00010711778,0.19054191,0.0005240664,0.00010354406,0.00020657496,0.0011963306,0.0013377407,0.0026779997,0.01313891,0.1663319,0.62367433],"study_design_scores_gemma":[0.00007922757,0.00066101376,0.37215298,0.0015502016,0.0002684255,0.0011632717,0.0079271635,0.0128329145,0.005408016,0.033009376,0.5647665,0.00018087543],"about_ca_topic_score_codex":0.008268426,"about_ca_topic_score_gemma":0.017111756,"teacher_disagreement_score":0.009959953,"about_ca_system_score_codex":0.000577538,"about_ca_system_score_gemma":0.0007397841,"threshold_uncertainty_score":0.033319414},"labels":[],"label_agreement":null},{"id":"W2569953748","doi":"10.1186/s40152-016-0055-z","title":"Having it all: can fisheries buybacks achieve capacity, economic, ecological, and social objectives?","year":2017,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Fishery; Business; Social benefits; Natural resource economics; Ecology; Economics; Biology","score_opus":0.07477055959793374,"score_gpt":0.32153322178338234,"score_spread":0.2467626621854486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2569953748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89276737,0.03716602,0.0025231007,0.018200088,0.0004464192,0.0002694533,0.00017316401,0.000033360462,0.048420995],"genre_scores_gemma":[0.9879071,0.007813999,0.0012176114,0.0011605821,0.00006178333,0.00007520181,0.000053266904,0.000008348181,0.0017020492],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99427587,0.0030772334,0.0003505897,0.00025824617,0.0012190691,0.00081901974],"domain_scores_gemma":[0.9792579,0.012383193,0.0036247885,0.00047223407,0.0031387464,0.0011231502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.015035022,0.00027483725,0.0004978663,0.0010885695,0.0011534733,0.003945911,0.00081324496,0.001124186,0.0024613745],"category_scores_gemma":[0.03894001,0.00017086268,0.00038647585,0.0013038714,0.0025386575,0.005759168,0.0015195155,0.0010869841,0.00022277016],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042919887,0.0006335416,0.11688391,0.013793611,0.00054982764,0.0011917576,0.051236343,0.0012753739,0.0023629975,0.03304445,0.006201078,0.77239794],"study_design_scores_gemma":[0.000100579804,0.0023408008,0.50411713,0.020870546,0.0009963007,0.0009089727,0.3068283,0.0015896261,0.004862493,0.02725023,0.12991202,0.00022297078],"about_ca_topic_score_codex":0.019571127,"about_ca_topic_score_gemma":0.038804065,"teacher_disagreement_score":0.019571127,"about_ca_system_score_codex":0.0034836726,"about_ca_system_score_gemma":0.005141557,"threshold_uncertainty_score":0.07951373},"labels":[],"label_agreement":null},{"id":"W2638123307","doi":"10.1186/s40152-017-0066-4","title":"Two faces of shrimp aquaculture: commonising vs. decommonising effects of a wicked driver","year":2017,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Social and Economic Development in India","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; McGill University; University of Manitoba","funders":"Canada Excellence Research Chairs, Government of Canada; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs; Northwestern University","keywords":"Commons; Aquaculture; Fishery; Stewardship (theology); Business; Context (archaeology); Shrimp; Collective action; Fishing; Environmental resource management; Environmental planning; Natural resource economics; Political science; Geography; Politics; Ecology; Economics; Biology; Fish <Actinopterygii>; Law","score_opus":0.05127403408035985,"score_gpt":0.36444684716238507,"score_spread":0.3131728130820252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2638123307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9224528,0.00065367226,0.010138665,0.011444686,0.0001333083,0.00010550555,0.00004100352,0.000021353548,0.05500892],"genre_scores_gemma":[0.99706405,0.0001604231,0.00092133164,0.00027661136,0.000023259881,0.000023279232,0.0000074371696,0.000008093986,0.0015155014],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99299437,0.0030467783,0.00021042004,0.0007262854,0.0013494845,0.0016725843],"domain_scores_gemma":[0.9863186,0.008161764,0.0023856924,0.0008382923,0.00087873224,0.0014168737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0067883474,0.00050245767,0.0005278951,0.0015091541,0.00615001,0.007123442,0.001142782,0.0018698473,0.004430163],"category_scores_gemma":[0.010679899,0.00053400756,0.00066243444,0.000895855,0.019844986,0.008816599,0.013516493,0.0034149867,0.00018259263],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022940915,0.00016322854,0.13408594,0.0006111661,0.00009562585,0.0077010924,0.37908524,0.001416922,0.0050338553,0.40766028,0.002249204,0.061668057],"study_design_scores_gemma":[0.000021234466,0.00020921082,0.07249383,0.00050289097,0.00010117103,0.004089153,0.7842057,0.0036998906,0.002584576,0.09405989,0.03789255,0.00014002257],"about_ca_topic_score_codex":0.004624627,"about_ca_topic_score_gemma":0.007427009,"teacher_disagreement_score":0.007123442,"about_ca_system_score_codex":0.0026625672,"about_ca_system_score_gemma":0.002817283,"threshold_uncertainty_score":0.035900593},"labels":[],"label_agreement":null},{"id":"W2760742619","doi":"10.1186/s40152-017-0072-6","title":"Conservation and care: material politics and Atlantic salmon on Newfoundland’s Gander River","year":2017,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Situated; Scholarship; Narrative; Vision; Politics; Harmony (color); Fishery; Environmental ethics; Sociology; Political science; Anthropology; Biology; Law","score_opus":0.05005664726842735,"score_gpt":0.3463464178726807,"score_spread":0.2962897706042534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2760742619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98135126,0.00042713812,0.00010580822,0.0031942846,0.000018538962,0.000006139759,0.00010298289,0.000003822821,0.014790154],"genre_scores_gemma":[0.99330795,0.00029528854,0.000121351906,0.000351552,0.000006367001,0.0000062069416,0.00005346268,0.000003263139,0.0058544693],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9994399,0.00015504564,0.00001205494,0.000076603246,0.0000673448,0.00024906851],"domain_scores_gemma":[0.9991586,0.00021965402,0.0002092594,0.000033766923,0.00015156624,0.00022707183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000602297,0.00009736428,0.00018330294,0.00056952744,0.006325771,0.0020914436,0.00070045376,0.00044932787,0.003884532],"category_scores_gemma":[0.0008257043,0.000119084885,0.000095971176,0.00092769734,0.0060389037,0.0007322085,0.0023580615,0.0010043393,0.00011147437],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012977637,0.00011971658,0.54764485,0.0001845652,0.00006773606,0.0020431094,0.34651172,0.00048543097,0.0019159932,0.019868542,0.014677512,0.06635099],"study_design_scores_gemma":[0.0000032325652,0.00003620932,0.6071328,0.00010557274,0.000018053444,0.00010141992,0.3544204,0.00012941915,0.00013911712,0.0005003798,0.037390254,0.000023150063],"about_ca_topic_score_codex":0.95477986,"about_ca_topic_score_gemma":0.9932921,"teacher_disagreement_score":0.045220137,"about_ca_system_score_codex":0.022006756,"about_ca_system_score_gemma":0.010427467,"threshold_uncertainty_score":0.15967095},"labels":[],"label_agreement":null},{"id":"W2766471641","doi":"10.1186/s40152-017-0074-4","title":"Introduction to the themed issue - Poststructural approaches to fisheries","year":2017,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Scholarship; Session (web analytics); Sensibility; Field (mathematics); Fisheries Research; Political science; Fishery; Engineering ethics; Sociology; Environmental ethics; Engineering; Fish <Actinopterygii>; Computer science; Law; World Wide Web; Philosophy; Biology","score_opus":0.06883395300478959,"score_gpt":0.2649896540297553,"score_spread":0.19615570102496568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766471641","genre_codex":"editorial","genre_gemma":"editorial","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"editorial","genre_consensus":"editorial","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0030605628,0.12352894,0.02409756,0.21106115,0.38113979,0.00048561866,0.002378778,0.00058712135,0.2536605],"genre_scores_gemma":[0.057991125,0.14982836,0.026665615,0.07484226,0.32783723,0.0015169736,0.0039400677,0.0015298185,0.35584858],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998541,0.00048568714,0.00013842546,0.00023256191,0.00045401938,0.00014829569],"domain_scores_gemma":[0.99350363,0.0038346136,0.00035607695,0.00028582584,0.0012111848,0.0008086163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00272831,0.0008935018,0.0007375136,0.003345558,0.0022920533,0.006409446,0.0015910147,0.0036334689,0.048903313],"category_scores_gemma":[0.006720204,0.0003348853,0.0007172019,0.0034535106,0.0021220096,0.005057639,0.0036556982,0.006221021,0.010618648],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029729763,0.000055979694,0.00029201742,0.00077464554,0.000008041737,0.0001263082,0.0024325943,0.00014040823,0.0005366112,0.093288906,0.8436938,0.05862097],"study_design_scores_gemma":[0.000002384692,0.0000151620525,0.00029566503,0.00043567235,0.0000016471796,0.00007640237,0.00038557133,0.00003253179,0.00003393107,0.0069456575,0.9917698,0.0000055913615],"about_ca_topic_score_codex":0.00091637304,"about_ca_topic_score_gemma":0.0013631261,"teacher_disagreement_score":0.048903313,"about_ca_system_score_codex":0.0023767462,"about_ca_system_score_gemma":0.002208064,"threshold_uncertainty_score":0.16359788},"labels":[],"label_agreement":null},{"id":"W2806524795","doi":"10.1007/s40152-018-0091-y","title":"Synergy as strategy: learning from La Restinga, Canary Islands","year":2018,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Secretaría de Estado de Investigación, Desarrollo e Innovación; Social Sciences and Humanities Research Council of Canada","keywords":"Sustainability; Constructive; Corporate governance; Marine protected area; Process (computing); Environmental planning; Environmental resource management; Business; Political science; Ecology; Geography; Computer science; Biology; Economics","score_opus":0.027404069876709798,"score_gpt":0.27388885892561443,"score_spread":0.24648478904890464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806524795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7929143,0.0014672978,0.0019746062,0.031507753,0.00012922709,0.00004214566,0.00013243603,0.0000730085,0.17175926],"genre_scores_gemma":[0.9766044,0.00074725575,0.0017568074,0.0007795778,0.000015375053,0.000027870243,0.00007860777,0.000023682422,0.019966464],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9994624,0.0002971,0.000009901595,0.000065377775,0.00006240515,0.000102748374],"domain_scores_gemma":[0.9978648,0.0010028938,0.00013608087,0.00019824515,0.0002191145,0.0005788825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017122665,0.00030881818,0.00021700331,0.00029408722,0.0026539795,0.003216767,0.0008961244,0.0010222893,0.009965178],"category_scores_gemma":[0.0039133662,0.0001334681,0.00019147476,0.00037504546,0.0023138984,0.0025752026,0.0032637164,0.0016678681,0.00073735585],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086563156,0.0014848128,0.08315369,0.0005374024,0.00014491299,0.0016697512,0.2262909,0.004624848,0.0039349105,0.07257925,0.061537273,0.5431767],"study_design_scores_gemma":[0.00018126544,0.0008064532,0.11782295,0.000895266,0.000175853,0.0005100449,0.42965683,0.006105192,0.00443315,0.117293485,0.3219838,0.00013557405],"about_ca_topic_score_codex":0.050978895,"about_ca_topic_score_gemma":0.19095288,"teacher_disagreement_score":0.050978895,"about_ca_system_score_codex":0.0025293448,"about_ca_system_score_gemma":0.0041216835,"threshold_uncertainty_score":0.101364315},"labels":[],"label_agreement":null},{"id":"W2888973385","doi":"10.1007/s40152-018-0101-0","title":"Indigenous women respond to fisheries conflict and catalyze change in governance on Canada’s Pacific Coast","year":2018,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":39,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fisheries and Oceans Canada; Simon Fraser University; University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Indigenous; Corporate governance; Political science; Agency (philosophy); Natural resource; Sustainability; Sociology; Ecology; Business; Social science","score_opus":0.06492127631244388,"score_gpt":0.3598057910383422,"score_spread":0.29488451472589833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888973385","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8825733,0.00043175044,0.00016044128,0.020401174,0.00010561466,0.00003337828,0.00006155181,0.000006347506,0.096226364],"genre_scores_gemma":[0.9820707,0.0003652765,0.00008298335,0.0010156479,0.00001248697,0.000009059271,0.00001409522,0.000004398812,0.016425474],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9983619,0.0003616687,0.000018077828,0.00007465583,0.00019611353,0.0009876116],"domain_scores_gemma":[0.99821585,0.00021555084,0.00015967847,0.00004192571,0.00039684263,0.0009700607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013673259,0.00014495509,0.00014828319,0.0006049207,0.018178174,0.0036480923,0.0008234045,0.00093088136,0.010219544],"category_scores_gemma":[0.0029192648,0.00013317393,0.0001212674,0.0009230412,0.00667634,0.0010299521,0.0038909619,0.0017642925,0.00028491914],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013798595,0.00013981316,0.13068993,0.00013997551,0.00003522488,0.0010932366,0.7428758,0.00032240903,0.001009126,0.03541693,0.02500773,0.06313185],"study_design_scores_gemma":[0.000006330246,0.000021424465,0.0594199,0.00011122305,0.00001222759,0.000047581238,0.8938466,0.000079350066,0.000118441036,0.0012133158,0.04510952,0.0000140487655],"about_ca_topic_score_codex":0.96182406,"about_ca_topic_score_gemma":0.9896773,"teacher_disagreement_score":0.03817594,"about_ca_system_score_codex":0.028965803,"about_ca_system_score_gemma":0.06062019,"threshold_uncertainty_score":0.21016258},"labels":[],"label_agreement":null},{"id":"W2890539670","doi":"10.1007/s40152-018-0100-1","title":"Women’s perspectives of small-scale fisheries and environmental change in Chilika lagoon, India","year":2018,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Climate Change, Adaptation, Migration","field":"Social Sciences","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Livelihood; Environmental change; Fishing; Scale (ratio); Social change; Geography; Climate change; Sociology; Political science; Environmental resource management; Fishery; Economic geography; Ecology; Economic growth; Economics; Cartography; Biology; Agriculture","score_opus":0.08425825844075457,"score_gpt":0.3048891292058958,"score_spread":0.2206308707651412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890539670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88542366,0.0031401904,0.000113726084,0.04585425,0.0003474863,0.00001479955,0.00013762589,0.000008098409,0.064960204],"genre_scores_gemma":[0.99210477,0.0011667985,0.000022757857,0.0012066055,0.000046368725,0.000007407069,0.00001638785,0.000004244971,0.005424625],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99921143,0.0003074437,0.000014672984,0.000033088538,0.00003830129,0.00039499562],"domain_scores_gemma":[0.998993,0.00041838895,0.00012611916,0.00001915001,0.00006878488,0.00037450317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006919328,0.00025631147,0.00020369909,0.00064504065,0.008707515,0.004267922,0.00055213884,0.00096770347,0.006395216],"category_scores_gemma":[0.0010574779,0.00017170164,0.00022698948,0.0012279067,0.0047290716,0.0013766774,0.0032020845,0.0023471084,0.00022456748],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001997,0.00008568749,0.05883794,0.000266516,0.000045216402,0.006814704,0.84270597,0.00034386886,0.0013267065,0.060060285,0.010982694,0.018330747],"study_design_scores_gemma":[0.000008204639,0.0000399687,0.028280316,0.00008838283,0.000017794557,0.00027349335,0.91734797,0.00006905379,0.00017396171,0.001683572,0.05199716,0.000020083693],"about_ca_topic_score_codex":0.1530705,"about_ca_topic_score_gemma":0.28395692,"teacher_disagreement_score":0.1530705,"about_ca_system_score_codex":0.005674932,"about_ca_system_score_gemma":0.005840227,"threshold_uncertainty_score":0.30435908},"labels":[],"label_agreement":null},{"id":"W2891402685","doi":"10.1007/s40152-018-0107-7","title":"Gender and marine protected areas: a case study of Danajon Bank, Philippines","year":2018,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":55,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"International Federation of University Women; World Wildlife Fund","keywords":"Marine protected area; Fishing; Marine conservation; Marine reserve; Intertidal zone; Fishery; Geography; Work (physics); Protected area; Socioeconomics; Fisheries management; Artisanal fishing; Resource (disambiguation); Environmental resource management; Ecology; Sociology; Engineering; Habitat; Environmental science","score_opus":0.04016616285574424,"score_gpt":0.2801469115444886,"score_spread":0.2399807486887444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891402685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968315,0.00017822764,0.000054085867,0.00028305204,0.0000026590508,0.000009438308,0.0000524822,0.0000018533059,0.0025866982],"genre_scores_gemma":[0.99831283,0.00025401608,0.00009859266,0.00005450046,0.0000025064112,0.000007584307,0.000023766654,0.0000021228004,0.0012441151],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99968195,0.00012776337,0.0000071199947,0.00003156631,0.000036777255,0.00011470987],"domain_scores_gemma":[0.9993529,0.00020713072,0.00016301285,0.000019674499,0.000071018694,0.00018636123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045406283,0.00036047644,0.0001816587,0.0010002862,0.0036753155,0.0010155041,0.00068874063,0.00080670835,0.0044275667],"category_scores_gemma":[0.0011050422,0.00018198777,0.0001774026,0.0017260935,0.001807677,0.00096937467,0.0017023562,0.00060126,0.00015838773],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011481826,0.0003189627,0.6263176,0.00018492478,0.00006241179,0.047526576,0.28997746,0.0004754625,0.0016941057,0.0035100407,0.0017699841,0.028047675],"study_design_scores_gemma":[0.0000059327376,0.00016472687,0.41145352,0.00012922348,0.000038526814,0.0051505337,0.5730645,0.00055389403,0.00029542873,0.00036950837,0.008752354,0.00002175632],"about_ca_topic_score_codex":0.17821515,"about_ca_topic_score_gemma":0.4534028,"teacher_disagreement_score":0.17821515,"about_ca_system_score_codex":0.0023591758,"about_ca_system_score_gemma":0.0012701511,"threshold_uncertainty_score":0.35435563},"labels":[],"label_agreement":null},{"id":"W3034720016","doi":"10.1007/s40152-020-00188-w","title":"Commentary 9 to the Manifesto for the marine social sciences: global processes of governance and change","year":2020,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Manifesto; Corporate governance; Political science; Environmental ethics; Sociology; Public administration; Management; Law; Economics; Philosophy","score_opus":0.07071860346098603,"score_gpt":0.3010368364145115,"score_spread":0.2303182329535255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034720016","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009079217,0.00069758215,0.00006612815,0.9711279,0.02651596,0.000008674813,0.00010361526,0.00001476587,0.001374409],"genre_scores_gemma":[0.0011476325,0.0002929966,0.00009178841,0.9845019,0.009297951,0.000032054184,0.000028123446,0.000024182847,0.004583378],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9874105,0.0033463205,0.00078993686,0.0021389222,0.004185239,0.0021290558],"domain_scores_gemma":[0.9629069,0.025227906,0.001519774,0.0008024888,0.0058145877,0.003728412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013044423,0.0014048498,0.0017985207,0.0013106188,0.008550254,0.008816687,0.0063273204,0.08831518,0.012106207],"category_scores_gemma":[0.05309781,0.0011620091,0.0024457253,0.0018382549,0.009751651,0.008736865,0.005649993,0.08431212,0.005918664],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024567331,0.00000768614,0.000053740798,0.00007987792,0.0000061203677,0.000087273525,0.0003468397,0.000025794587,0.000073969255,0.007896994,0.9902261,0.0011711345],"study_design_scores_gemma":[0.000084797364,0.000020049401,0.0005846746,0.00056700903,0.000031483894,0.00007654129,0.001171708,0.00012909368,0.00027413078,0.011451321,0.9855327,0.00007643013],"about_ca_topic_score_codex":0.080815256,"about_ca_topic_score_gemma":0.13370527,"teacher_disagreement_score":0.08831518,"about_ca_system_score_codex":0.011968522,"about_ca_system_score_gemma":0.023973338,"threshold_uncertainty_score":0.16068971},"labels":[],"label_agreement":null},{"id":"W3035057557","doi":"10.1007/s40152-020-00185-z","title":"Commentary 5 to the Manifesto for the marine social sciences: oceans as a working space","year":2020,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; York University","funders":"","keywords":"Manifesto; Space (punctuation); Environmental ethics; Sociology; Political science; Computer science; Philosophy; Law","score_opus":0.06487286057869306,"score_gpt":0.3000265210655534,"score_spread":0.23515366048686032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3035057557","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010344007,0.0009170568,0.00007288017,0.97067106,0.026378607,0.000007921376,0.00010659036,0.000017196644,0.0017251484],"genre_scores_gemma":[0.0010119978,0.00030011366,0.000082213104,0.98661774,0.0069807842,0.000021739228,0.000027379618,0.000027680018,0.004930285],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9869611,0.002816156,0.0008472961,0.0019282467,0.0053597433,0.0020873907],"domain_scores_gemma":[0.9572615,0.027728489,0.0018215616,0.0009258583,0.007160977,0.005101534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.014519583,0.0012383019,0.0016213993,0.0012465816,0.009821515,0.009350933,0.0064822077,0.09061718,0.013606935],"category_scores_gemma":[0.05871222,0.0011941657,0.0022759463,0.0019336767,0.0089133335,0.010057357,0.006395889,0.08833302,0.0060435706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020602703,0.0000073718766,0.00006412905,0.00006961196,0.0000059659433,0.00007444948,0.00033913675,0.000020323545,0.0000674728,0.0076888693,0.9904524,0.0011897034],"study_design_scores_gemma":[0.000059456168,0.000018561954,0.0006736403,0.0004980108,0.000028227581,0.00006948426,0.0011882845,0.00008816498,0.00025112036,0.0065419357,0.99051356,0.00006956396],"about_ca_topic_score_codex":0.092745356,"about_ca_topic_score_gemma":0.16081324,"teacher_disagreement_score":0.092745356,"about_ca_system_score_codex":0.010983928,"about_ca_system_score_gemma":0.0262201,"threshold_uncertainty_score":0.18441105},"labels":[],"label_agreement":null},{"id":"W3040196134","doi":"10.1007/s40152-020-00184-0","title":"Commentary 4 to the Manifesto for the Marine Social Sciences: the politics of research agendas","year":2020,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"Universiteit van Amsterdam","keywords":"Manifesto; Politics; Political science; Social science; Sociology; Environmental ethics; Philosophy; Law","score_opus":0.1601188755823287,"score_gpt":0.3836329996174552,"score_spread":0.22351412403512647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3040196134","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000085315136,0.0006298458,0.000052115058,0.9868579,0.01088074,0.0000049079126,0.00004691364,0.0000069546863,0.0014352117],"genre_scores_gemma":[0.0016305397,0.0003351771,0.00010006677,0.9868701,0.0073735933,0.00002812166,0.000018853863,0.000026126017,0.0036174294],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9679175,0.011580593,0.0017083739,0.0038851737,0.010770469,0.004137927],"domain_scores_gemma":[0.86701727,0.10330495,0.0037724646,0.0022819114,0.015472725,0.008150708],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.040775534,0.0012179787,0.0018984454,0.0018954149,0.013040311,0.014641727,0.007957559,0.09583906,0.011030453],"category_scores_gemma":[0.12217744,0.0012454393,0.002415249,0.0031424193,0.017976258,0.014657069,0.007400166,0.08481071,0.004160797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002740492,0.000007655983,0.00006541739,0.00009202644,0.0000085641195,0.000086313834,0.0008328359,0.000032727094,0.00007061701,0.024700958,0.9727127,0.0013628431],"study_design_scores_gemma":[0.00009644786,0.000015608663,0.00044106715,0.0006569046,0.000033839853,0.00006427233,0.0021296532,0.00012131308,0.00026719095,0.021597207,0.97450304,0.00007337534],"about_ca_topic_score_codex":0.08524063,"about_ca_topic_score_gemma":0.14191853,"teacher_disagreement_score":0.9869597,"about_ca_system_score_codex":0.022065865,"about_ca_system_score_gemma":0.040613163,"threshold_uncertainty_score":0.21564424},"labels":[],"label_agreement":null},{"id":"W3094269432","doi":"10.1007/s40152-020-00201-2","title":"Assessing the role of information and communication technologies in responding to ‘slavery scandals’","year":2020,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Sex work and related issues","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University; University of Ottawa; Global Affairs Canada","funders":"","keywords":"ICTS; Work (physics); Fishing; Information and Communications Technology; Business; Emerging technologies; Public relations; State (computer science); Political science; Engineering; Computer science; Law","score_opus":0.033243249502797355,"score_gpt":0.3466554411709054,"score_spread":0.3134121916681081,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094269432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98416,0.0002575072,0.00016703771,0.0018804661,0.00005329715,0.00008544749,0.000038890343,0.000005430122,0.013351987],"genre_scores_gemma":[0.9977574,0.00021029057,0.00029663162,0.00028326173,0.000015424315,0.00005696402,0.00002959965,0.0000038005016,0.001346628],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99209917,0.0058026128,0.00031138584,0.0002006738,0.00093347847,0.00065267936],"domain_scores_gemma":[0.94996834,0.03609224,0.007109995,0.0010891195,0.0038077189,0.0019325606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.010679269,0.00023610813,0.0001634756,0.0013667666,0.0021467702,0.003317371,0.0007720576,0.0019065484,0.0063305385],"category_scores_gemma":[0.062012542,0.00029145397,0.0003261191,0.0008146623,0.0019412412,0.00297075,0.0021841573,0.0018177354,0.00092844805],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009801898,0.0028573982,0.57492715,0.00094567006,0.00013847796,0.0007980873,0.21026924,0.00054608093,0.0016512797,0.0038129445,0.003988403,0.19908506],"study_design_scores_gemma":[0.000067661626,0.0021035648,0.675693,0.0005647082,0.00008644774,0.00031498226,0.30266878,0.0009383012,0.00093390857,0.001111416,0.015475738,0.00004145166],"about_ca_topic_score_codex":0.0054949075,"about_ca_topic_score_gemma":0.007865896,"teacher_disagreement_score":0.010679269,"about_ca_system_score_codex":0.000877807,"about_ca_system_score_gemma":0.0020508207,"threshold_uncertainty_score":0.056478083},"labels":[],"label_agreement":null},{"id":"W3109499539","doi":"10.1007/s40152-020-00205-y","title":"COVID-19, instability and migrant fish workers in Asia","year":2020,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":61,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University; University of Ottawa; International Development Research Centre","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Migrant workers; Fish <Actinopterygii>; Work (physics); Economic growth; Theme (computing); Population; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Political science; Business; Development economics; Geography; Sociology; Fishery; Economics; Medicine; Engineering; Biology; Demography; Outbreak","score_opus":0.059268455621267216,"score_gpt":0.34482051534302227,"score_spread":0.28555205972175507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3109499539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968919,0.00013601576,0.00001199682,0.00020344154,0.000008844862,0.000003347202,0.00018507476,0.0000010772628,0.0025583578],"genre_scores_gemma":[0.9980269,0.00014920757,0.000019764708,0.000046225257,0.000010419471,0.0000082675315,0.00019547701,0.0000021002522,0.0015414894],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99959,0.00007971218,0.000053222248,0.000042182564,0.0000720949,0.00016281861],"domain_scores_gemma":[0.9975477,0.00021160416,0.0010511908,0.00007825794,0.00037746667,0.00073372485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007719995,0.00017946122,0.00019615777,0.0012613347,0.0019849534,0.0020002383,0.00046003723,0.00043579566,0.00458235],"category_scores_gemma":[0.0022139656,0.00016315668,0.00022383235,0.0022345209,0.0006968952,0.0009114188,0.0019413799,0.000789463,0.0006081385],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021463657,0.000026388969,0.9931892,0.0000085885285,0.00000859338,0.000058212543,0.0041926247,0.00001600911,0.00004826514,0.00020551014,0.00025923405,0.0019659032],"study_design_scores_gemma":[0.0000015778832,0.000026838175,0.9799713,0.000018267607,0.0000073817023,0.0000383652,0.018780066,0.000043748052,0.000027242857,0.000044126507,0.00103758,0.000003526646],"about_ca_topic_score_codex":0.1040104,"about_ca_topic_score_gemma":0.15505134,"teacher_disagreement_score":0.1040104,"about_ca_system_score_codex":0.001065324,"about_ca_system_score_gemma":0.0017547313,"threshold_uncertainty_score":0.20681},"labels":[],"label_agreement":null},{"id":"W3203983709","doi":"10.1007/s40152-021-00243-0","title":"Forging connections, pursuing social justice: a tribute to Maarten Bavinck’s conceptual and institution-building contributions to maritime studies","year":2021,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"International Maritime Law Issues","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; University of Manitoba","funders":"","keywords":"Institution; Tribute; Sociology; Corporate governance; Conceptual framework; Political science; Engineering ethics; Environmental ethics; Law; Management; Social science; Engineering","score_opus":0.029336320766672853,"score_gpt":0.3480983698613019,"score_spread":0.318762049094629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3203983709","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008946568,0.033355355,0.013953166,0.82095665,0.0028327727,0.0000339911,0.000024203591,0.000050160805,0.11984716],"genre_scores_gemma":[0.89618325,0.020311376,0.0114351595,0.04797591,0.0031311305,0.00018787928,0.000019486144,0.00017708317,0.02057858],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.97933733,0.015738059,0.00038976409,0.0013482919,0.002224652,0.00096195017],"domain_scores_gemma":[0.9651074,0.025570882,0.001214194,0.0021633515,0.0027407075,0.003203509],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.020761816,0.00046320652,0.0008206622,0.002404583,0.012158034,0.017558243,0.0028459125,0.0067869257,0.0033007779],"category_scores_gemma":[0.025291555,0.00039970377,0.00038758715,0.0018302386,0.11109012,0.015143153,0.009155095,0.013826136,0.00069973187],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044929006,0.0000102876875,0.000112402144,0.00002653886,0.000004358483,0.00003873653,0.01119729,0.00011751178,0.000022683833,0.9712941,0.013203166,0.00396834],"study_design_scores_gemma":[0.00000847606,0.000008678844,0.00028665477,0.0003784605,0.0000055008745,0.000081365804,0.009528375,0.00033713545,0.000103878956,0.73299843,0.25623262,0.000030452466],"about_ca_topic_score_codex":0.024842745,"about_ca_topic_score_gemma":0.02741784,"teacher_disagreement_score":0.024842745,"about_ca_system_score_codex":0.013927733,"about_ca_system_score_gemma":0.012307786,"threshold_uncertainty_score":0.10980028},"labels":[],"label_agreement":null},{"id":"W3204374507","doi":"10.1007/s40152-021-00245-y","title":"Ecolabeled seafood and sustainable consumption in the Canadian context: issues and insights from a survey of seafood consumers","year":2021,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo; University of Guelph","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Consumption (sociology); Context (archaeology); Business; Sustainable consumption; Survey data collection; Marketing; Agricultural economics; Sustainability; Geography; Economics; Sociology; Ecology; Biology; Mathematics; Social science","score_opus":0.030617070914586646,"score_gpt":0.26256663078544246,"score_spread":0.2319495598708558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204374507","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995308,0.0002760573,0.000052768224,0.00047073717,0.000004592094,0.000043194366,0.00065644784,0.0000019720742,0.0031861956],"genre_scores_gemma":[0.9976394,0.00058481493,0.00021116578,0.0002029654,0.0000037036932,0.00002706502,0.0003814018,0.0000029897467,0.0009463934],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988992,0.00012363728,0.00004894183,0.00009959198,0.0005008447,0.00032776542],"domain_scores_gemma":[0.99726105,0.00039915473,0.00049186335,0.000050295333,0.0013149898,0.00048276313],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011890461,0.00028069655,0.00031130124,0.0020847972,0.0058276015,0.0023107654,0.00083773996,0.0005170548,0.002733056],"category_scores_gemma":[0.003264869,0.00030985926,0.00045585746,0.007937517,0.0015983741,0.00069871824,0.0013082661,0.0008405264,0.0001415248],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007813181,0.0001305057,0.9027737,0.00022566269,0.000034023706,0.00045558784,0.0783364,0.000102729464,0.0006096389,0.000552096,0.0016315228,0.015070015],"study_design_scores_gemma":[0.0000036466577,0.00003563666,0.905434,0.0000728007,0.000015877822,0.00007579712,0.09053398,0.0001798717,0.00007729548,0.00006378195,0.0034835003,0.000023676734],"about_ca_topic_score_codex":0.99418783,"about_ca_topic_score_gemma":0.9971757,"teacher_disagreement_score":0.024836428,"about_ca_system_score_codex":0.024836428,"about_ca_system_score_gemma":0.027529903,"threshold_uncertainty_score":0.18020177},"labels":[],"label_agreement":null},{"id":"W3210741411","doi":"10.1007/s40152-021-00247-w","title":"Ethical reflections on the COVID-19 pandemic in the global seafood industry: navigating diverse scales and contexts of marine values and identities","year":2021,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Joint Research Centre; Universitetet i Bergen; Norges Forskningsråd; European Commission","keywords":"Context (archaeology); Corporate governance; Sociology; Political science; Environmental resource management; Economics; Geography","score_opus":0.10374313179466331,"score_gpt":0.3908278453785211,"score_spread":0.2870847135838578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3210741411","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32571256,0.00493496,0.016470164,0.34876138,0.0017214552,0.00010664963,0.00010479031,0.000059400743,0.30212864],"genre_scores_gemma":[0.971702,0.0016793993,0.0028666873,0.014702873,0.00016379518,0.000047748785,0.000025010666,0.000048067966,0.008764332],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.99022585,0.007044197,0.00012419927,0.00044625415,0.0008711705,0.0012883246],"domain_scores_gemma":[0.99115926,0.0058627343,0.00046508393,0.00043456495,0.0010018661,0.0010765082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011480285,0.0006744954,0.00040466082,0.0010922815,0.018874243,0.01615485,0.0014418516,0.006728606,0.0032799323],"category_scores_gemma":[0.007990009,0.0003488212,0.00043697795,0.0015235274,0.086215734,0.006810389,0.012338303,0.008962394,0.00036561408],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023644665,0.000023864364,0.001847327,0.0000912926,0.0000050985877,0.0014025745,0.37894845,0.0006104592,0.00063790695,0.60096145,0.00998285,0.0054651215],"study_design_scores_gemma":[0.000007016797,0.000019797628,0.0013773137,0.00041735562,0.000007098067,0.00031400548,0.64173025,0.00047480562,0.00044298932,0.15670392,0.19845745,0.000048042286],"about_ca_topic_score_codex":0.06590287,"about_ca_topic_score_gemma":0.11613165,"teacher_disagreement_score":0.06590287,"about_ca_system_score_codex":0.021606274,"about_ca_system_score_gemma":0.016222356,"threshold_uncertainty_score":0.15676522},"labels":[],"label_agreement":null},{"id":"W4200532308","doi":"10.1007/s40152-021-00253-y","title":"Proximity politics in changing oceans","year":2021,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Canada First Research Excellence Fund; Department of Fisheries and Aquaculture, Government of Newfoundland and Labrador","keywords":"Politics; Closeness; Sustainability; Corporate governance; Political science; Equity (law); Mobilities; State (computer science); Environmental governance; Sociology; Environmental resource management; Law; Business; Social science; Economics; Ecology","score_opus":0.02474917317146419,"score_gpt":0.26692613200472465,"score_spread":0.24217695883326046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200532308","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21957332,0.0027902585,0.017897557,0.04087371,0.00031901844,0.000048931743,0.00006322529,0.0000633283,0.7183707],"genre_scores_gemma":[0.99020517,0.00038457575,0.0005887846,0.0010862525,0.000061391234,0.000013566694,0.000009087372,0.0000136637,0.0076374947],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9945169,0.0028243228,0.0001918007,0.00094137224,0.00080185226,0.00072362466],"domain_scores_gemma":[0.9959169,0.0016472992,0.0007502923,0.00042375046,0.0006311826,0.00063054723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0038130772,0.000146811,0.00030584188,0.0013925205,0.0065924944,0.009048428,0.00061703095,0.0024447553,0.008213693],"category_scores_gemma":[0.00887643,0.00029583974,0.0002928757,0.001379092,0.029119268,0.0064193583,0.012663471,0.0027887735,0.00048780203],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001834987,0.0000071461177,0.0034937114,0.000035405803,0.00000824692,0.00011140118,0.010704584,0.0004980129,0.00027080957,0.97710484,0.00096571236,0.0067818686],"study_design_scores_gemma":[0.000022040393,0.00006718073,0.010826349,0.00028514,0.000029951187,0.00018190646,0.054864638,0.00081598945,0.00059663435,0.6388229,0.2934368,0.000050380764],"about_ca_topic_score_codex":0.014431634,"about_ca_topic_score_gemma":0.014613027,"teacher_disagreement_score":0.014431634,"about_ca_system_score_codex":0.007168131,"about_ca_system_score_gemma":0.0033995174,"threshold_uncertainty_score":0.05200869},"labels":[],"label_agreement":null},{"id":"W4205925659","doi":"10.1007/s40152-021-00231-4","title":"A comparative study of small-scale fishery supply chains’ vulnerability and resilience to COVID-19","year":2022,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Universiteit van Amsterdam; Walton Family Foundation; University of Washington; National Science Foundation","keywords":"Vulnerability (computing); Supply chain; Livelihood; Business; Resilience (materials science); Diversification (marketing strategy); Vulnerability assessment; Distribution (mathematics); Purchasing power; Coronavirus disease 2019 (COVID-19); Psychological resilience; Scale (ratio); Vulnerability index; Natural resource economics; Environmental resource management; Economics; Marketing; Ecology; Agriculture; Climate change; Geography","score_opus":0.06679186186741838,"score_gpt":0.31602145573249707,"score_spread":0.2492295938650787,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205925659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99664223,0.0000587409,0.00016422794,0.00016556699,0.0000026766081,0.000014632605,0.000038959966,0.0000016588908,0.0029113332],"genre_scores_gemma":[0.99941456,0.00010059492,0.00008334603,0.000027011594,0.0000015695024,0.00000939994,0.00003830933,0.0000012447915,0.00032402462],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99946386,0.00021027992,0.00002704649,0.000063414765,0.000062879575,0.00017255289],"domain_scores_gemma":[0.99711037,0.0012031563,0.0006917357,0.00017870135,0.0004570252,0.00035895812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012699576,0.00020637467,0.00017928472,0.0014450275,0.0019932874,0.0015031914,0.00041623355,0.00048534942,0.0048717824],"category_scores_gemma":[0.005746957,0.00014096545,0.00018955684,0.0018750749,0.001725525,0.0030229017,0.0025110443,0.000516641,0.00021998778],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003539432,0.00040773247,0.7745802,0.00028743042,0.00013475769,0.004249581,0.16092391,0.0032967122,0.0013697508,0.009766713,0.0015963461,0.043032944],"study_design_scores_gemma":[0.000015214888,0.0003861717,0.5037939,0.00027026178,0.000054377073,0.0005944682,0.47756302,0.0041009,0.0004961514,0.003479084,0.009207308,0.000039086113],"about_ca_topic_score_codex":0.030536698,"about_ca_topic_score_gemma":0.043722782,"teacher_disagreement_score":0.030536698,"about_ca_system_score_codex":0.0024186657,"about_ca_system_score_gemma":0.0017228543,"threshold_uncertainty_score":0.06071794},"labels":[],"label_agreement":null},{"id":"W4214840672","doi":"10.1007/s40152-021-00255-w","title":"Neo-liberal or not? Creeping enclosures and openings in the making of fisheries governance","year":2022,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Fisheries and Oceans Canada; Memorial University of Newfoundland","funders":"Canada First Research Excellence Fund; Ocean Frontier Institute","keywords":"Governmentality; Corporate governance; Commodification; Commons; Sociology; Agency (philosophy); Empowerment; Overfishing; Economics; Political science; Social science; Law; Economic growth; Economy; Fishing; Management","score_opus":0.049390528792662584,"score_gpt":0.2991713778581823,"score_spread":0.24978084906551973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214840672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5529619,0.0024555956,0.029926112,0.09966994,0.00014968874,0.000058100137,0.000044511882,0.00008929548,0.31464478],"genre_scores_gemma":[0.9971982,0.000141608,0.00064398645,0.0004906602,0.000014651593,0.0000096847025,0.00000305,0.0000074512127,0.0014906904],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.9948979,0.00272902,0.0001315732,0.00066118134,0.0006397234,0.000940693],"domain_scores_gemma":[0.9941127,0.0028783437,0.0008663955,0.0009856301,0.0006237601,0.0005332409],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074571306,0.00013597953,0.00026961073,0.0012285338,0.0052231573,0.010429641,0.00086738996,0.0015161985,0.0019860165],"category_scores_gemma":[0.006529938,0.00025502805,0.00033218786,0.00088024803,0.095842846,0.006689771,0.004521477,0.0027745718,0.00012566087],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000815843,0.000008759991,0.0020833046,0.000013195795,0.000004253685,0.00007839637,0.018871836,0.0005987224,0.00020869105,0.9727712,0.0006553946,0.0046980553],"study_design_scores_gemma":[0.000011733551,0.000018123123,0.01029504,0.00023212934,0.000013616467,0.0001063236,0.0521342,0.001836099,0.0006053409,0.86626,0.06845479,0.00003259329],"about_ca_topic_score_codex":0.050932925,"about_ca_topic_score_gemma":0.07033186,"teacher_disagreement_score":0.050932925,"about_ca_system_score_codex":0.019143447,"about_ca_system_score_gemma":0.0095320605,"threshold_uncertainty_score":0.13889611},"labels":[],"label_agreement":null},{"id":"W4221115231","doi":"10.1007/s40152-022-00264-3","title":"Building planning spaces for the integration of coastal and maritime cultural heritage in local and regional spatial development","year":2022,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Cultural Heritage Management and Preservation","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; Queen's University; Queen's University Belfast","keywords":"Geography; Cultural heritage; Environmental planning; Spatial planning; Regional science; Environmental resource management; Archaeology; Environmental science","score_opus":0.14691897828093323,"score_gpt":0.30585000783886557,"score_spread":0.15893102955793234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221115231","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2465497,0.0030323623,0.18614762,0.013102295,0.00027354422,0.0007708826,0.00072509,0.0012811593,0.54811734],"genre_scores_gemma":[0.82711273,0.0012762141,0.14041038,0.00014105262,0.000017228227,0.0002762711,0.00030918495,0.00013421445,0.03032275],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99921525,0.0004436306,0.000028442506,0.000064977015,0.000104133855,0.00014355239],"domain_scores_gemma":[0.99904245,0.00030641034,0.000076974306,0.00015577527,0.00014859022,0.00026981576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001573593,0.0002971542,0.00018943778,0.0010480672,0.0041554486,0.009001697,0.0011142201,0.0008686525,0.022862969],"category_scores_gemma":[0.0021520804,0.0003266998,0.00038094024,0.0017619116,0.003691136,0.0048243296,0.008294045,0.0010672498,0.0023778272],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009903499,0.00024200958,0.0123197865,0.0005000782,0.000030901832,0.00091654214,0.05516027,0.01547402,0.0032591475,0.5017213,0.0344164,0.3758606],"study_design_scores_gemma":[0.000038605398,0.00016726552,0.012362432,0.00089279003,0.00006207077,0.00042788865,0.21666484,0.0101357335,0.002886471,0.16128622,0.59500444,0.00007137784],"about_ca_topic_score_codex":0.017729895,"about_ca_topic_score_gemma":0.06880493,"teacher_disagreement_score":0.022862969,"about_ca_system_score_codex":0.002354169,"about_ca_system_score_gemma":0.0071375966,"threshold_uncertainty_score":0.07648426},"labels":[],"label_agreement":null},{"id":"W4229049633","doi":"10.1007/s40152-022-00268-z","title":"Fishing during the “new normality”: social and economic changes in Galapagos small-scale fisheries due to the COVID-19 pandemic","year":2022,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Inter-American Institute for Global Change Research; Fundación Charles Darwin; Gordon and Betty Moore Foundation","keywords":"Fishing; Pandemic; Coronavirus disease 2019 (COVID-19); Normality; Fishery; Scale (ratio); 2019-20 coronavirus outbreak; Geography; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Economics; Biology; Medicine; Virology; Cartography; Outbreak","score_opus":0.06779063736540883,"score_gpt":0.3129756171851317,"score_spread":0.2451849798197229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229049633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959473,0.00014609139,0.000016540635,0.002311623,0.000023735724,0.000005036797,0.00019822968,0.0000018600832,0.0013495972],"genre_scores_gemma":[0.99882764,0.0001710877,0.000015892525,0.00035307545,0.000019845449,0.000006784723,0.0001155189,0.000001807391,0.00048831955],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99978894,0.00005406964,0.000009862499,0.000020532407,0.000018546833,0.00010794912],"domain_scores_gemma":[0.9993411,0.00007174955,0.00022791326,0.000026148246,0.000054546654,0.0002785653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036345076,0.00012704764,0.000111837646,0.00059604185,0.0010786046,0.0015469239,0.00045021344,0.000904007,0.0020863593],"category_scores_gemma":[0.0013734043,0.00012210401,0.00021838215,0.0008618696,0.0017149869,0.00083627756,0.001729156,0.0010389457,0.00010808769],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039902818,0.00019487237,0.94667494,0.00009567392,0.000159594,0.0024495327,0.020297688,0.0005994529,0.001854683,0.0022213554,0.0050832178,0.019969998],"study_design_scores_gemma":[0.000004595901,0.00002831489,0.9790421,0.000017093587,0.000008092408,0.00012066206,0.018401172,0.000115487346,0.000037492893,0.00020228379,0.0020125096,0.000010136186],"about_ca_topic_score_codex":0.09843094,"about_ca_topic_score_gemma":0.1919221,"teacher_disagreement_score":0.09843094,"about_ca_system_score_codex":0.0020092987,"about_ca_system_score_gemma":0.0011365365,"threshold_uncertainty_score":0.19571602},"labels":[],"label_agreement":null},{"id":"W4293235431","doi":"10.1007/s40152-022-00263-4","title":"Competing voices: Indigenous rights in the shadow of conventional fisheries management in the tropical rock lobster fishery in Torres Strait, Australia","year":2022,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Commonwealth Scientific and Industrial Research Organisation","keywords":"Indigenous rights; Indigenous; Fishing; Fishery; Corporate governance; Fisheries management; Political science; Governmentality; Politics; Business; Ecology; Law; Finance","score_opus":0.036637294929505466,"score_gpt":0.2725966950551852,"score_spread":0.23595940012567973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293235431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9651643,0.0004566991,0.000356511,0.0057659573,0.000020393813,0.00001649937,0.00001108362,0.0000025650597,0.028205976],"genre_scores_gemma":[0.9984987,0.00012934524,0.00006164167,0.00015440436,0.000005354717,0.000004618463,0.0000025881573,0.0000015868657,0.0011417521],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9963953,0.0021432452,0.00008367929,0.0002918506,0.00043157281,0.0006544295],"domain_scores_gemma":[0.9939574,0.004351163,0.00076144945,0.00016355436,0.0002756078,0.0004908452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004435003,0.00018652058,0.00024469456,0.0011389566,0.009321058,0.0051247138,0.0010261626,0.0013638131,0.0039232504],"category_scores_gemma":[0.005617266,0.00019861742,0.00013730644,0.0008977297,0.019543769,0.0047935583,0.0064093573,0.0022737375,0.000106155705],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007685957,0.000009318751,0.0036194746,0.000045396977,0.0000028153406,0.00101411,0.97439903,0.000046028043,0.00030280513,0.015918287,0.00036429954,0.004270844],"study_design_scores_gemma":[0.000001258841,0.000009567634,0.0067506954,0.00008474446,0.0000029027537,0.00012379426,0.98220694,0.00012690242,0.00007455244,0.0027945174,0.0078162635,0.000007924347],"about_ca_topic_score_codex":0.13391542,"about_ca_topic_score_gemma":0.23935291,"teacher_disagreement_score":0.13391542,"about_ca_system_score_codex":0.0087426435,"about_ca_system_score_gemma":0.00592352,"threshold_uncertainty_score":0.2662719},"labels":[],"label_agreement":null},{"id":"W4300979833","doi":"10.1007/s40152-022-00284-z","title":"Illuminating informal cross-border trade in processed small pelagic fish in West Africa","year":2022,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Microfinance and Financial Inclusion","field":"Economics, Econometrics and Finance","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Consortium of International Agricultural Research Centers; University of Technology Sydney","keywords":"Livelihood; Profitability index; Pelagic zone; Business; Purchasing; Market access; Value (mathematics); Focus group; Fish <Actinopterygii>; Fishery; Geography; Marketing; Agriculture; Finance; Biology","score_opus":0.046764612592776506,"score_gpt":0.3064354255672916,"score_spread":0.2596708129745151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4300979833","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978333,0.00017566545,0.000119258584,0.00013432102,0.0000022570155,0.000007923296,0.000040185052,5.383316e-7,0.0016866078],"genre_scores_gemma":[0.9992787,0.00021749617,0.0001725749,0.000026541704,0.0000024035883,0.0000071887075,0.000019997868,8.246622e-7,0.00027427103],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99969137,0.00014833095,0.000014115199,0.000035460907,0.000037052654,0.000073784904],"domain_scores_gemma":[0.9988023,0.0005522957,0.00044894003,0.000025309124,0.00006387745,0.0001073904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060443627,0.0001654542,0.00013659136,0.00075387314,0.0009696947,0.001005084,0.0002526611,0.00029539218,0.00433172],"category_scores_gemma":[0.0011826521,0.00011924943,0.000068050664,0.00115128,0.00137789,0.0010652123,0.0012764393,0.0002739209,0.00012822062],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001854345,0.00010742642,0.5518355,0.00076701713,0.000027617634,0.0050096475,0.3842248,0.00017921734,0.008952604,0.0037254307,0.000848002,0.044137318],"study_design_scores_gemma":[0.0000042322545,0.00008969271,0.4342776,0.0003731473,0.000012879089,0.00062010443,0.5532748,0.00026376324,0.00044269764,0.0007716853,0.009859718,0.000009654496],"about_ca_topic_score_codex":0.011481378,"about_ca_topic_score_gemma":0.034718875,"teacher_disagreement_score":0.011481378,"about_ca_system_score_codex":0.0008025282,"about_ca_system_score_gemma":0.0005631652,"threshold_uncertainty_score":0.022829115},"labels":[],"label_agreement":null},{"id":"W4321494215","doi":"10.1007/s40152-023-00296-3","title":"Understanding change, complexities, and governability challenges in small-scale fisheries: a case study of Limbe, Cameroon, Central Africa","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Guelph","funders":"Arrell Food Institute, University of Guelph; Lakehead University; University of Guelph","keywords":"Fisheries law; Fishing; Fisheries management; Sustainability; Business; Fishery; Scale (ratio); Corporate governance; Economic shortage; Fish stock; Supply chain; Environmental resource management; Natural resource economics; Geography; Economics; Ecology; Government (linguistics)","score_opus":0.38672943757722117,"score_gpt":0.3027223644561119,"score_spread":0.08400707312110928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4321494215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99417734,0.00044878223,0.00031296883,0.0008893653,0.000008206389,0.000047451053,0.000043580338,0.0000019476292,0.004070377],"genre_scores_gemma":[0.9982597,0.00046042458,0.00034794465,0.00007511108,0.0000020646182,0.000020406163,0.0000125318675,0.0000019194613,0.0008199146],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99941754,0.0002497756,0.000017556209,0.000042690262,0.000030801388,0.00024169357],"domain_scores_gemma":[0.9988311,0.00070617854,0.00017670247,0.000029888239,0.00010041249,0.00015573445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012932799,0.00051319477,0.00021299638,0.0014009839,0.00547637,0.0022109845,0.00066112133,0.0009100487,0.0042610117],"category_scores_gemma":[0.002381069,0.00025540523,0.00020546031,0.002160741,0.0037722779,0.002084337,0.0017011897,0.0009600139,0.000107461],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030188684,0.00037723623,0.2912861,0.0009638054,0.00007843417,0.060834415,0.5257934,0.002364536,0.0060513965,0.024446419,0.0029170457,0.08458528],"study_design_scores_gemma":[0.000009345971,0.000102307524,0.12336623,0.0004930207,0.000037739916,0.0016668643,0.8622705,0.00093774253,0.00049229857,0.0015049904,0.009097433,0.00002159783],"about_ca_topic_score_codex":0.1561073,"about_ca_topic_score_gemma":0.35754725,"teacher_disagreement_score":0.1561073,"about_ca_system_score_codex":0.0058231526,"about_ca_system_score_gemma":0.004229418,"threshold_uncertainty_score":0.31039733},"labels":[],"label_agreement":null},{"id":"W4362519690","doi":"10.1007/s40152-023-00299-0","title":"A social wellbeing approach to the gendered impacts of fisheries transition in Gujarat, India","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Memorial University of Newfoundland; University of Manitoba","keywords":"Livelihood; Subsistence agriculture; Fishing; Food security; Stock (firearms); Geography; Economics; Fishery; Economic growth; Development economics; Agriculture","score_opus":0.04394450461186146,"score_gpt":0.27264114384410215,"score_spread":0.2286966392322407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362519690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80931926,0.00528391,0.0064489357,0.02401069,0.00019796795,0.0000791681,0.0002534051,0.00004704362,0.15435958],"genre_scores_gemma":[0.99702686,0.0006880344,0.00038475113,0.00025726104,0.000021763351,0.000022682398,0.000013947258,0.000004738587,0.0015800036],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9990318,0.0005939573,0.000019133739,0.0000750343,0.00006989505,0.00021013991],"domain_scores_gemma":[0.9993777,0.00024391702,0.00015223058,0.000032776967,0.00005890061,0.00013441441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010009721,0.00038687026,0.00019757025,0.0024174051,0.006401737,0.004552478,0.00083148223,0.0005918719,0.0021580833],"category_scores_gemma":[0.0010032218,0.00014320319,0.00031860676,0.0022118937,0.016885402,0.0023137056,0.006232753,0.0011791178,0.00011337073],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043323846,0.00003461686,0.027370492,0.00020523556,0.000027131624,0.0024852792,0.64101094,0.0008799999,0.00083075877,0.30246943,0.0015453909,0.02309734],"study_design_scores_gemma":[0.0000051315033,0.000090410635,0.09610734,0.00030738118,0.000037207214,0.0008116366,0.77560705,0.00057516445,0.0002621387,0.06474582,0.06140012,0.000050653078],"about_ca_topic_score_codex":0.055451464,"about_ca_topic_score_gemma":0.07155626,"teacher_disagreement_score":0.055451464,"about_ca_system_score_codex":0.0065179924,"about_ca_system_score_gemma":0.0031289048,"threshold_uncertainty_score":0.11025739},"labels":[],"label_agreement":null},{"id":"W4362548981","doi":"10.1007/s40152-023-00303-7","title":"Blue boats in deep waters: how aspects of IUU policy impact Vietnamese fish workers","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Global Affairs Canada","funders":"International Development Research Centre; Federation for the Humanities and Social Sciences","keywords":"Vietnamese; Fish <Actinopterygii>; Fishery; Biology; Philosophy; Linguistics","score_opus":0.022524095652943523,"score_gpt":0.29094436751924857,"score_spread":0.26842027186630507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362548981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8398102,0.0015445623,0.00023098906,0.068692096,0.00015003477,0.00003058525,0.00038293982,0.0000066771872,0.089151904],"genre_scores_gemma":[0.978785,0.0009100597,0.00008851577,0.00388374,0.00001859682,0.000017300485,0.00005087878,0.0000053676185,0.016240636],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9991716,0.0002369573,0.000009147745,0.00003305836,0.000042788,0.000506481],"domain_scores_gemma":[0.99861705,0.00028264112,0.00015819976,0.000022479071,0.00021629345,0.0007033491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007620372,0.00009032681,0.000090018286,0.00023251185,0.002597143,0.0026303239,0.0004977415,0.0012442536,0.010998472],"category_scores_gemma":[0.0018001959,0.00013044462,0.00012761368,0.00054264616,0.0016349925,0.0013882476,0.0015621433,0.0012589289,0.00040988676],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003293888,0.00038002484,0.5833659,0.00042497774,0.000091151865,0.003019645,0.09146894,0.0029495545,0.0020011181,0.14841276,0.07338495,0.094171606],"study_design_scores_gemma":[0.00003315395,0.00018349932,0.4297927,0.000873071,0.000055601897,0.00013798269,0.4178347,0.001253114,0.0004925358,0.010511171,0.13878714,0.000045281606],"about_ca_topic_score_codex":0.5010618,"about_ca_topic_score_gemma":0.73034245,"teacher_disagreement_score":0.5010618,"about_ca_system_score_codex":0.006816481,"about_ca_system_score_gemma":0.010412062,"threshold_uncertainty_score":0.99629056},"labels":[],"label_agreement":null},{"id":"W4366425366","doi":"10.1007/s40152-023-00304-6","title":"Small fish consumption in rural Myanmar","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Consortium of International Agricultural Research Centers","keywords":"Consumption (sociology); Fish consumption; Fishery; Aquaculture; Fish <Actinopterygii>; Diversity of fish; Fish products; Geography; Socioeconomics; Biology; Economics","score_opus":0.07094653999979507,"score_gpt":0.32169852319585335,"score_spread":0.2507519831960583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366425366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99955183,0.00003990913,0.0000064106293,0.000027558699,9.784355e-7,0.0000013892693,0.00010222935,4.5937665e-7,0.00026913744],"genre_scores_gemma":[0.9990169,0.00009901633,0.000023406741,0.000017812377,0.0000019941317,0.000007088924,0.00009446303,8.5061043e-7,0.00073831424],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99991405,0.000025037665,0.000006898056,0.00001559572,0.0000064659694,0.000031960964],"domain_scores_gemma":[0.999824,0.000022478782,0.00008174016,0.00000747978,0.00001848735,0.0000458841],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013549003,0.0001755292,0.00010356475,0.00057365984,0.0006181166,0.0002590256,0.00021615026,0.00020522925,0.0025531822],"category_scores_gemma":[0.00037468883,0.00019513232,0.00018428854,0.0008223652,0.00025997293,0.0003587804,0.00041014748,0.00023426265,0.0002920431],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001062415,0.00006262143,0.99169284,0.000025436198,0.000023053972,0.00022910009,0.0040307003,0.00002425908,0.001013347,0.000067542096,0.00019371898,0.0025311965],"study_design_scores_gemma":[0.0000013400513,0.00004781255,0.9957384,0.000004490269,0.0000050288722,0.000055842265,0.0038128907,0.000024939623,0.000036265177,0.0000066133734,0.00026486933,0.0000016145448],"about_ca_topic_score_codex":0.07292944,"about_ca_topic_score_gemma":0.15788384,"teacher_disagreement_score":0.07292944,"about_ca_system_score_codex":0.00055269327,"about_ca_system_score_gemma":0.000263944,"threshold_uncertainty_score":0.14500988},"labels":[],"label_agreement":null},{"id":"W4366691173","doi":"10.1007/s40152-023-00307-3","title":"Impact of offshore petroleum extraction and “ocean grabbing” on small-scale fisheries and coastal livelihoods in Ghana","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Livelihood; Petroleum; Fishery; Government (linguistics); Business; Fishing; Resource (disambiguation); Submarine pipeline; Natural resource; Marine conservation; Natural resource economics; Political science; Economics; Geography; Oceanography; Law; Agriculture; Geology","score_opus":0.02487772136901927,"score_gpt":0.27564975866100405,"score_spread":0.2507720372919848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366691173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978709,0.00026574152,0.000011119886,0.0006534789,0.0000043700657,0.000004180932,0.00013804369,6.4827185e-7,0.0010514151],"genre_scores_gemma":[0.9990312,0.00029179832,0.000018533005,0.000054623477,0.000002522353,0.0000042518113,0.00005047319,5.44359e-7,0.0005462036],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.999663,0.000100343364,0.000018887184,0.000023069577,0.000022417364,0.00017232445],"domain_scores_gemma":[0.9987632,0.00020501378,0.0006081644,0.00001767266,0.000084843814,0.00032111708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026363818,0.0001584811,0.00014650336,0.0004132885,0.00060054957,0.0005386791,0.00030388552,0.00039362343,0.005672979],"category_scores_gemma":[0.0011185154,0.00017453634,0.00030692705,0.000992148,0.00077623496,0.0006599155,0.0010775719,0.00068088877,0.00019616057],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025954566,0.00015488884,0.98100305,0.00011787852,0.00006772138,0.0023076555,0.0027025838,0.00037867948,0.00046895162,0.0010806613,0.00074171583,0.010716724],"study_design_scores_gemma":[0.0000106591715,0.00007263412,0.98459435,0.000069127025,0.000027125005,0.0002315442,0.013418579,0.00012021981,0.00009262452,0.00014034453,0.0012182413,0.0000045878774],"about_ca_topic_score_codex":0.15848726,"about_ca_topic_score_gemma":0.33782163,"teacher_disagreement_score":0.15848726,"about_ca_system_score_codex":0.0029169535,"about_ca_system_score_gemma":0.002255217,"threshold_uncertainty_score":0.31512952},"labels":[],"label_agreement":null},{"id":"W4367052477","doi":"10.1007/s40152-023-00311-7","title":"Correction to: Small fish consumption in rural Myanmar","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Fish Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Fish <Actinopterygii>; Consumption (sociology); Fish consumption; Fishery; Sociology; Social science; Biology","score_opus":0.05544262920602763,"score_gpt":0.27859241930392675,"score_spread":0.22314979009789912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367052477","genre_codex":"editorial","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00032182081,0.0009871093,0.00030144386,0.058435615,0.93497753,0.0000284461,0.0026220775,0.00022776301,0.0020981382],"genre_scores_gemma":[0.03872568,0.010906051,0.0038553723,0.12202474,0.5234618,0.0005604908,0.0072836406,0.0015936835,0.29158852],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99795353,0.00040354987,0.0004561181,0.0003846453,0.00054182316,0.00026040283],"domain_scores_gemma":[0.9836375,0.0030303407,0.0010113744,0.0011953376,0.009849689,0.0012757499],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021662589,0.0017676296,0.0015093475,0.0025393206,0.001964008,0.00216186,0.0031473716,0.0037944503,0.06116842],"category_scores_gemma":[0.03290628,0.0008419248,0.0012020831,0.002252354,0.0015136913,0.0016503517,0.0015921101,0.0067600016,0.025927914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023977173,0.0000031503503,0.00011537187,0.00010031925,0.000008173249,0.00007799106,0.000024087736,0.000018089964,0.000018415663,0.00017271569,0.9966929,0.0027447452],"study_design_scores_gemma":[0.00005408411,0.000022161239,0.0045479634,0.00042864063,0.000031215066,0.00035775674,0.00025186097,0.0002097273,0.00021100845,0.0006398673,0.9932094,0.00003621204],"about_ca_topic_score_codex":0.044093356,"about_ca_topic_score_gemma":0.040287465,"teacher_disagreement_score":0.06116842,"about_ca_system_score_codex":0.0031174794,"about_ca_system_score_gemma":0.0042117964,"threshold_uncertainty_score":0.20462877},"labels":[],"label_agreement":null},{"id":"W4385782502","doi":"10.1007/s40152-023-00322-4","title":"Social wellbeing, values, and identity among Caiçara small-scale fishers in southeastern Brazil","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico; Social Sciences and Humanities Research Council of Canada; International Development Research Centre","keywords":"Scale (ratio); Identity (music); Social identity theory; Geography; Sociology; Psychology; Social psychology; Cartography; Art; Social group","score_opus":0.034524090470956385,"score_gpt":0.291647317118417,"score_spread":0.2571232266474606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385782502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99892056,0.00010872845,0.000029272069,0.00015802872,0.0000018136353,0.000007769141,0.000017794702,4.6074007e-7,0.0007556631],"genre_scores_gemma":[0.99958247,0.000111008514,0.000056111705,0.00003761992,8.4269004e-7,0.000007951748,0.000013221284,6.0731014e-7,0.0001901719],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9996916,0.000090286434,0.00001632616,0.000059329366,0.00005444758,0.00008803285],"domain_scores_gemma":[0.9993241,0.0001982766,0.00017151998,0.000032095057,0.00010997596,0.00016407354],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008718349,0.00017492655,0.00037286495,0.00072729937,0.002876192,0.0010179906,0.00036991516,0.00038832016,0.001266795],"category_scores_gemma":[0.0024216706,0.00019289656,0.00013536503,0.0006909664,0.0023247157,0.0006690766,0.0016555919,0.00047063662,0.00006770598],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036238274,0.00006390134,0.39384493,0.00008834108,0.000015312922,0.00076229253,0.58991313,0.000035905105,0.0015153992,0.0011975042,0.00038182386,0.012145197],"study_design_scores_gemma":[0.0000031506083,0.000061255836,0.45698926,0.00014220651,0.000011476792,0.00026038385,0.53873384,0.00014584466,0.0001224713,0.000346676,0.0031661524,0.00001722325],"about_ca_topic_score_codex":0.24247767,"about_ca_topic_score_gemma":0.47751886,"teacher_disagreement_score":0.24247767,"about_ca_system_score_codex":0.0020481532,"about_ca_system_score_gemma":0.0018062562,"threshold_uncertainty_score":0.48213255},"labels":[],"label_agreement":null},{"id":"W4387125479","doi":"10.1007/s40152-023-00334-0","title":"Kenneth Richard Ruddle (1942 – 2023)","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada; Mount Saint Vincent University","funders":"","keywords":"Environmental ethics; Law and economics; Sociology; Philosophy","score_opus":0.1059945706267117,"score_gpt":0.4186635741246115,"score_spread":0.31266900349789983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387125479","genre_codex":"review","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0011040568,0.3610873,0.00140733,0.29233527,0.21828979,0.000058070997,0.00073769386,0.00030175006,0.12467875],"genre_scores_gemma":[0.006072203,0.0586589,0.00052629353,0.030443925,0.013072895,0.000039729202,0.00015298177,0.00012321479,0.8909098],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99939775,0.000084690386,0.000036350688,0.00016063321,0.00025883617,0.00006172667],"domain_scores_gemma":[0.9986808,0.00022108108,0.000121819714,0.000049557322,0.00048249905,0.00044427367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012439662,0.0006956911,0.00045911397,0.0013986815,0.001545022,0.0020460268,0.0006911429,0.0024628395,0.09762888],"category_scores_gemma":[0.003943533,0.00039236818,0.00026495833,0.0009768663,0.0006395671,0.0017818876,0.001689861,0.0032006314,0.057299975],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016138923,0.0000059039667,0.00016006817,0.0000684187,0.0000021509086,0.000053158208,0.000083744606,0.000017959821,0.00011773469,0.0017544577,0.9427881,0.054932214],"study_design_scores_gemma":[0.0000014146997,0.0000047231097,0.0002762324,0.00007650723,9.956883e-7,0.00008568869,0.000055651595,0.0000064785577,0.000048205544,0.00023737605,0.9992034,0.0000034167708],"about_ca_topic_score_codex":0.010406851,"about_ca_topic_score_gemma":0.024175052,"teacher_disagreement_score":0.09762888,"about_ca_system_score_codex":0.0014967773,"about_ca_system_score_gemma":0.0019811399,"threshold_uncertainty_score":0.32660115},"labels":[],"label_agreement":null},{"id":"W4389299911","doi":"10.1007/s40152-023-00340-2","title":"The multi-dimensional perspectives of taboos on gender roles of fisherfolk in the Global South","year":2023,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of British Columbia","funders":"Consortium of International Agricultural Research Centers","keywords":"Livelihood; Fishing; Scale (ratio); Fisheries management; Context (archaeology); Food security; Fishery; Sustainability; Environmental resource management; Corporate governance; Business; Political science; Geography; Economics; Ecology; Agriculture","score_opus":0.04440460920035862,"score_gpt":0.29327797172653036,"score_spread":0.24887336252617173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389299911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6694542,0.14781325,0.0032645417,0.051716324,0.0011708842,0.000081974504,0.0005020523,0.000015634505,0.12598114],"genre_scores_gemma":[0.97146297,0.024146443,0.00042593636,0.0018688211,0.00009284326,0.00003229634,0.000041192026,0.0000055664364,0.0019239332],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99670994,0.0022137193,0.0001537229,0.00018367331,0.000420006,0.00031884643],"domain_scores_gemma":[0.9918622,0.006307383,0.0007977808,0.00013458238,0.0005474943,0.00035064615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007862731,0.00033936294,0.00048464,0.0037754567,0.0038695692,0.0050266534,0.0006378338,0.0010580049,0.0047412715],"category_scores_gemma":[0.0070144027,0.00019746217,0.00034840938,0.0032064586,0.013604003,0.0062888972,0.004231244,0.0011969176,0.00017621036],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007183216,0.000019304438,0.01978297,0.0040168194,0.00005101602,0.0020614057,0.7914293,0.00015782315,0.00078084326,0.10093547,0.0034683102,0.0772249],"study_design_scores_gemma":[0.0000057635943,0.000032928114,0.018395996,0.006347347,0.000032395663,0.00050113385,0.88473034,0.00008157328,0.00017994082,0.018950148,0.07071391,0.000028485572],"about_ca_topic_score_codex":0.021734713,"about_ca_topic_score_gemma":0.040265124,"teacher_disagreement_score":0.021734713,"about_ca_system_score_codex":0.004468355,"about_ca_system_score_gemma":0.005519742,"threshold_uncertainty_score":0.043216407},"labels":[],"label_agreement":null},{"id":"W4390839706","doi":"10.1007/s40152-023-00348-8","title":"Aquaculture’s offshore frontier: learning from the Canadian courts on ocean grabbing, ocean privatization, and property as process","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland; University of New Brunswick","funders":"Ocean Frontier Institute","keywords":"Frontier; Environmental law; Sustainability; Capitalism; Sustainable development; United Nations Convention on the Law of the Sea; Business; Fishery; Political science; Law; International law; Environmental planning; Geography; Politics; Ecology","score_opus":0.017794774628760054,"score_gpt":0.24948751266182845,"score_spread":0.2316927380330684,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390839706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51817864,0.0075541716,0.0019284138,0.15911373,0.0003148454,0.000113232854,0.00043536018,0.000023282215,0.31233832],"genre_scores_gemma":[0.9797417,0.0033461237,0.00051116484,0.007156017,0.00006030638,0.000024353947,0.000086426924,0.000017162747,0.009056774],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98537064,0.002153608,0.0003679584,0.0012139125,0.0060858442,0.0048080403],"domain_scores_gemma":[0.9412126,0.03440553,0.0033964755,0.0013432751,0.015670598,0.0039715376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011723705,0.0004379596,0.0006029969,0.0049760635,0.03809831,0.014915574,0.0034161815,0.007248905,0.005449233],"category_scores_gemma":[0.04512044,0.0005873588,0.00051247864,0.009591874,0.030723196,0.0061856834,0.0055109337,0.010314135,0.00027555693],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007329867,0.00010204657,0.034488965,0.00018253148,0.000038943967,0.004604115,0.2743625,0.0018016878,0.0005492487,0.56712776,0.07583244,0.04083659],"study_design_scores_gemma":[0.000031860418,0.000048070422,0.073966295,0.0012928896,0.00009591305,0.0006828879,0.4926458,0.002752684,0.00068115647,0.05990393,0.3675981,0.0003003817],"about_ca_topic_score_codex":0.9920774,"about_ca_topic_score_gemma":0.99651647,"teacher_disagreement_score":0.19113313,"about_ca_system_score_codex":0.19113313,"about_ca_system_score_gemma":0.17816779,"threshold_uncertainty_score":0.9381709},"labels":[],"label_agreement":null},{"id":"W4392371838","doi":"10.1007/s40152-024-00351-7","title":"Seeing like an algorithm: the limits of using remote sensing to link vessel movements with worker abuse at sea","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Fishing; Geospatial analysis; Geomatics; Computer science; Remote sensing; Scholarship; Data science; Geography; Fishery; Political science","score_opus":0.035790601805005366,"score_gpt":0.2941572014494124,"score_spread":0.258366599644407,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392371838","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2588975,0.026842086,0.553283,0.049503352,0.002740259,0.00037767497,0.0027579598,0.0041549895,0.10144318],"genre_scores_gemma":[0.7297929,0.005307986,0.2500015,0.0045043756,0.0006554116,0.00018553027,0.0009888038,0.0005023993,0.008061112],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.9966904,0.0014075551,0.00012320469,0.000685282,0.00094946753,0.00014414558],"domain_scores_gemma":[0.9741523,0.018669443,0.0009308105,0.002573575,0.0031450079,0.0005289405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007140513,0.0011034055,0.00070482364,0.0014320333,0.0009901196,0.0043913564,0.0019029893,0.0037700655,0.0039889067],"category_scores_gemma":[0.033704657,0.0006151124,0.0006110074,0.0013439314,0.0024128614,0.007421952,0.0020197202,0.00288698,0.0023576422],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00096894597,0.00041821194,0.073523335,0.00056790776,0.00040181173,0.00022322875,0.0008535495,0.027640305,0.015566061,0.021068072,0.03228782,0.8264808],"study_design_scores_gemma":[0.00023407106,0.0012681971,0.09552249,0.0012300266,0.00061813474,0.0026225683,0.0037851732,0.5877898,0.021136584,0.19484323,0.090491876,0.00045783937],"about_ca_topic_score_codex":0.0122203175,"about_ca_topic_score_gemma":0.01071854,"teacher_disagreement_score":0.0122203175,"about_ca_system_score_codex":0.000620401,"about_ca_system_score_gemma":0.0012151552,"threshold_uncertainty_score":0.03776312},"labels":[],"label_agreement":null},{"id":"W4393039529","doi":"10.1007/s40152-024-00357-1","title":"Trapped in a gulf of hope and despair: the Wagher small scale fisheries on the Kutch coast of Gujarat, India","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Global Maritime and Colonial Histories","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Fishery; Scale (ratio); Geography; Oceanography; Geology; Biology; Cartography","score_opus":0.03686112210365272,"score_gpt":0.2914621115027527,"score_spread":0.2546009893991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393039529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99423087,0.00021646355,0.000032117532,0.0010338427,0.000030461038,0.000012307219,0.0001476401,0.0000046932005,0.004291576],"genre_scores_gemma":[0.99474573,0.00018858905,0.00008381152,0.00030016294,0.000012028245,0.000008774593,0.0000897061,0.000004692873,0.0045665833],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99978215,0.00004706593,0.0000067153137,0.000024523875,0.000023124227,0.00011653207],"domain_scores_gemma":[0.99972254,0.000043288164,0.000081191945,0.000012306174,0.000035887628,0.00010484987],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021399138,0.00021901082,0.00014021728,0.00078122574,0.005460678,0.0015492825,0.00088045397,0.00085609074,0.0037044466],"category_scores_gemma":[0.0006097299,0.00023965808,0.00015581453,0.0010056731,0.0034884466,0.0007202455,0.0025846765,0.00097364676,0.00036544085],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037327735,0.00015659818,0.55188453,0.0003143916,0.00008740724,0.019962123,0.36936584,0.00028725882,0.0052469587,0.0044240193,0.015482854,0.032414757],"study_design_scores_gemma":[0.0000054059747,0.0000818973,0.5025311,0.00009768295,0.000022076081,0.00090067624,0.48638004,0.0000913714,0.00016447653,0.00020056184,0.009502093,0.000022544256],"about_ca_topic_score_codex":0.32318965,"about_ca_topic_score_gemma":0.71514064,"teacher_disagreement_score":0.32318965,"about_ca_system_score_codex":0.0022875476,"about_ca_system_score_gemma":0.0029306167,"threshold_uncertainty_score":0.642617},"labels":[],"label_agreement":null},{"id":"W4393384878","doi":"10.1007/s40152-024-00359-z","title":"Responding to civil war: fisheries as a safety net and lootable resource on Lake Tanganyika, the Democratic Republic of Congo","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"National Geographic Society","keywords":"Fishing; Vulnerability (computing); Fishery; Democracy; Natural resource; Resource (disambiguation); Language change; Fisheries management; Spanish Civil War; Politics; Fisheries law; Political science; Geography; Business; Development economics; Economics; Law; Biology","score_opus":0.019288408537284592,"score_gpt":0.24636602907056512,"score_spread":0.22707762053328054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393384878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99688125,0.0001144114,0.000032412634,0.0008743771,0.0000034135735,0.0000059914883,0.000025543759,7.747807e-7,0.002061862],"genre_scores_gemma":[0.9983354,0.00019868398,0.000056383193,0.00023882833,0.0000027725184,0.000013962714,0.000020845413,0.0000012994235,0.0011318938],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9996294,0.00020830048,0.000011206974,0.000023836976,0.0000242915,0.000102969694],"domain_scores_gemma":[0.99953544,0.00016230016,0.00013156499,0.0000086579275,0.000027490236,0.00013456683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005417732,0.00018151777,0.00012639405,0.0004416411,0.0055140126,0.0013581921,0.0003681519,0.0005402499,0.002374845],"category_scores_gemma":[0.0010582866,0.00015394886,0.00005953568,0.0006902556,0.0029599369,0.0017549695,0.0021245375,0.0008652687,0.000119456665],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007757962,0.00007903101,0.11103618,0.00016820231,0.000015860713,0.0049788984,0.86286074,0.0001258226,0.0027662367,0.0023275062,0.0017669767,0.013797029],"study_design_scores_gemma":[0.000002195054,0.000035052137,0.07165239,0.00007924375,0.000004269271,0.00018219414,0.9220287,0.00008270608,0.0001624691,0.00021015863,0.00555148,0.00000908537],"about_ca_topic_score_codex":0.09914658,"about_ca_topic_score_gemma":0.35369062,"teacher_disagreement_score":0.09914658,"about_ca_system_score_codex":0.0045971572,"about_ca_system_score_gemma":0.0022570556,"threshold_uncertainty_score":0.19713897},"labels":[],"label_agreement":null},{"id":"W4395024518","doi":"10.1007/s40152-024-00365-1","title":"Fisher experience on distant water fishing vessels: the implications of variation by vessel type for employment standards","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"Social Sciences and Humanities Research Council","keywords":"Fishing; Work (physics); Enforcement; Pelagic zone; Fishery; Variation (astronomy); Ballast; Business; Ecology; Engineering; Biology","score_opus":0.044268410855456526,"score_gpt":0.35162852562064906,"score_spread":0.30736011476519254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395024518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99906474,0.000040383224,0.000056042332,0.000037826412,0.0000037080688,0.0000015637412,0.00007188749,6.2295067e-7,0.0007233139],"genre_scores_gemma":[0.9994074,0.000020540492,0.00002939045,0.0000085086385,0.00000169808,0.000001534664,0.000057371097,0.0000010468674,0.00047263637],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99931574,0.00019144628,0.000045563633,0.00013424811,0.00017377056,0.00013929408],"domain_scores_gemma":[0.99753976,0.0007936607,0.0006384993,0.0001654863,0.00037248465,0.0004901467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009053051,0.00010001936,0.00015631557,0.0005523749,0.00040207087,0.00037132687,0.00044247461,0.00024913822,0.0029783882],"category_scores_gemma":[0.003691492,0.000088773275,0.00021305468,0.00043393002,0.00034720876,0.0003841928,0.00072239665,0.0002627341,0.0003470853],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000109392575,0.000038513732,0.9926494,0.0000056863532,0.000019135994,0.00006682017,0.0012504973,0.000051233095,0.0005646492,0.000072775874,0.0001423337,0.0050295326],"study_design_scores_gemma":[5.438906e-7,0.000025077605,0.9990288,0.000002114397,0.000002002669,0.0000250683,0.00074933615,0.000044275304,0.000028965844,0.00002415363,0.00006798037,0.0000016436956],"about_ca_topic_score_codex":0.012794703,"about_ca_topic_score_gemma":0.03822205,"teacher_disagreement_score":0.012794703,"about_ca_system_score_codex":0.00030029842,"about_ca_system_score_gemma":0.0001897583,"threshold_uncertainty_score":0.025440454},"labels":[],"label_agreement":null},{"id":"W4400089412","doi":"10.1007/s40152-024-00379-9","title":"Practices and informal institutions governing artisanal gillnet fisheries in Western Ghana","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"Save Our Seas Foundation; Conservation Leadership Programme","keywords":"Fishery; Business; Geography; Biology","score_opus":0.05143608607020964,"score_gpt":0.3082895688309384,"score_spread":0.2568534827607287,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400089412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99667776,0.000117951604,0.000026111657,0.00022475688,0.0000017331811,0.0000073530737,0.000029442239,8.145971e-7,0.002914055],"genre_scores_gemma":[0.99826247,0.00014403918,0.00004549209,0.000028780649,0.0000015368756,0.000008103081,0.000014973227,0.0000010645099,0.001493594],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.9995838,0.000153455,0.000028867347,0.000042322205,0.000037692116,0.00015395677],"domain_scores_gemma":[0.99743575,0.00075858796,0.0011295809,0.000088488654,0.00017952829,0.00040807118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006860446,0.000106018735,0.00011837706,0.00072238117,0.0019823762,0.00075384544,0.00034944442,0.00030686677,0.0052506234],"category_scores_gemma":[0.0022491224,0.0001842896,0.000049256832,0.0013046638,0.002144249,0.00065610826,0.0010311911,0.00033982945,0.00021454318],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015334695,0.000101349775,0.7081384,0.00019727598,0.000013755709,0.0020334353,0.24860401,0.00014005342,0.0020985736,0.0075430693,0.0010283174,0.029948479],"study_design_scores_gemma":[0.000009212431,0.000060818456,0.7527108,0.00017688137,0.0000077123,0.00027204095,0.23885113,0.00009021878,0.00011157726,0.000384344,0.0073180473,0.0000072397656],"about_ca_topic_score_codex":0.10008591,"about_ca_topic_score_gemma":0.31310678,"teacher_disagreement_score":0.10008591,"about_ca_system_score_codex":0.002655281,"about_ca_system_score_gemma":0.0021917264,"threshold_uncertainty_score":0.19900668},"labels":[],"label_agreement":null},{"id":"W4403878155","doi":"10.1007/s40152-024-00386-w","title":"Operationalizing participatory governance in small-scale fisheries: Researcher-practitioner reflections from the Lakshadweep Islands, India","year":2024,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; University of Manitoba","funders":"","keywords":"Operationalization; Corporate governance; Fishery; Citizen journalism; Scale (ratio); Marine fisheries; Geography; Marine protected area; Fish <Actinopterygii>; Oceanography; Political science; Regional science; Sociology; Environmental resource management; Business; Ecology; Environmental science; Biology; Cartography; Geology; Finance","score_opus":0.10399896426730354,"score_gpt":0.3419069664794755,"score_spread":0.23790800221217195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403878155","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92389214,0.0007996247,0.002703458,0.027470365,0.000102003985,0.00019174638,0.00003159222,0.000021986461,0.04478718],"genre_scores_gemma":[0.9980563,0.00018161684,0.00039024494,0.00044095554,0.0000050435697,0.00003252319,0.0000046819605,0.000005191966,0.0008835438],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9808832,0.013708688,0.00048244646,0.0008620287,0.001003884,0.0030597746],"domain_scores_gemma":[0.9260841,0.063927576,0.0021028223,0.0022624994,0.0026708173,0.0029520402],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.025219327,0.00030981464,0.00033686077,0.0014172898,0.016954334,0.011571357,0.0022073195,0.002089293,0.0028321377],"category_scores_gemma":[0.032278687,0.0003115239,0.00027196785,0.0027572226,0.031038081,0.0047070384,0.014069738,0.0040642796,0.0001486035],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034554538,0.00003998104,0.008988394,0.00015649645,0.0000097190805,0.0011118467,0.94994706,0.0001742218,0.00037008928,0.026596542,0.0007708128,0.011800282],"study_design_scores_gemma":[0.000005326175,0.00002536526,0.004299086,0.00009047312,0.000005555729,0.00006626267,0.98491573,0.000076697615,0.000109801105,0.0031308448,0.0072669615,0.000007834475],"about_ca_topic_score_codex":0.079903334,"about_ca_topic_score_gemma":0.15684317,"teacher_disagreement_score":0.079903334,"about_ca_system_score_codex":0.014709134,"about_ca_system_score_gemma":0.036817197,"threshold_uncertainty_score":0.15887648},"labels":[],"label_agreement":null},{"id":"W4406039352","doi":"10.1007/s40152-024-00396-8","title":"Accumulation by dispossession: evidence of shrinking space for small-scale fishers of Karnataka coast","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Social and Economic Development in India","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Livelihood; Stressor; Fishing; Psychological intervention; Scale (ratio); Geography; Natural resource economics; Fishery; Environmental planning; Environmental resource management; Development economics; Economics; Agriculture; Biology; Psychology","score_opus":0.11577246913853675,"score_gpt":0.40323926693436385,"score_spread":0.28746679779582707,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406039352","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99860424,0.00004691343,0.000023423998,0.00013849352,0.0000018790656,0.0000020163777,0.00010400637,0.000001067801,0.0010780523],"genre_scores_gemma":[0.9995229,0.000050068276,0.000026038599,0.00001885932,0.000001535906,0.0000022761758,0.000045656343,7.092985e-7,0.00033187278],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9997315,0.000053632175,0.000018703846,0.00006980913,0.00003673165,0.00008970221],"domain_scores_gemma":[0.9961771,0.001065628,0.0016517028,0.00028127534,0.00029826383,0.00052596437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036821404,0.000182352,0.00020193931,0.00079803343,0.0008613397,0.0007013458,0.00079511333,0.00037095268,0.008374124],"category_scores_gemma":[0.002785349,0.00026071412,0.00037627848,0.0012325869,0.0022290312,0.00083210325,0.0013934611,0.0005590101,0.00042026784],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014914773,0.000047118516,0.9889714,0.00003379502,0.00006233664,0.0002409034,0.0045004264,0.00015564666,0.00043630463,0.00071656075,0.00039684068,0.004289525],"study_design_scores_gemma":[0.0000021416338,0.000026248596,0.9941362,0.00001464587,0.000011423065,0.000033173994,0.0053405864,0.000077156416,0.00003988616,0.00015407159,0.00015877478,0.0000056909344],"about_ca_topic_score_codex":0.19858238,"about_ca_topic_score_gemma":0.34842765,"teacher_disagreement_score":0.19858238,"about_ca_system_score_codex":0.00064760586,"about_ca_system_score_gemma":0.0010282221,"threshold_uncertainty_score":0.394853},"labels":[],"label_agreement":null},{"id":"W4406299410","doi":"10.1007/s40152-024-00395-9","title":"Shoreline of “small things”: contextualizing a cultural dimension of dried fish in the Indian Sundarbans","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Southeast Asian Sociopolitical Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Ethnography; Subsistence agriculture; Scholarship; Narrative; Materiality (auditing); Context (archaeology); Participant observation; Sociology; Realm; Environmental ethics; Geography; Social science; Anthropology; Political science; Aesthetics; Archaeology","score_opus":0.05448086894716578,"score_gpt":0.36664821760839256,"score_spread":0.31216734866122675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406299410","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896444,0.00008276819,0.00006537576,0.00072096405,0.000010044559,0.0000036229103,0.000020195894,0.0000016800012,0.009450995],"genre_scores_gemma":[0.99921787,0.00007234006,0.000044234173,0.000065489374,0.0000027364688,0.0000028667228,0.000009642149,0.0000025590853,0.00058220606],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9994373,0.0003342809,0.000016747823,0.000046431975,0.000047546226,0.00011770307],"domain_scores_gemma":[0.99910164,0.0002902139,0.0002439115,0.000049198956,0.000118509066,0.0001965638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007349086,0.00015874227,0.00014007896,0.0006849118,0.0053675203,0.0026741426,0.0005741072,0.00039483712,0.003510002],"category_scores_gemma":[0.001435772,0.00016625584,0.00013557894,0.0011437404,0.0071926606,0.0012662477,0.0025755344,0.0012245564,0.00013272389],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035212335,0.000031487198,0.06940365,0.00004557271,0.000011965859,0.00034795117,0.9193923,0.000041225067,0.0006962226,0.0044062063,0.0005544213,0.005033809],"study_design_scores_gemma":[6.9740867e-7,0.000008653906,0.053602252,0.000021354092,0.0000039055526,0.000029461085,0.9433017,0.000015745549,0.000046916877,0.00017224657,0.0027925947,0.0000045011025],"about_ca_topic_score_codex":0.20659089,"about_ca_topic_score_gemma":0.4748392,"teacher_disagreement_score":0.20659089,"about_ca_system_score_codex":0.0032842348,"about_ca_system_score_gemma":0.0024203702,"threshold_uncertainty_score":0.4107768},"labels":[],"label_agreement":null},{"id":"W4407037346","doi":"10.1007/s40152-025-00404-5","title":"Why do alternative livelihood interventions succeed or fail? a case study of the Sundarbans mangrove fishing communities of Bangladesh","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Agricultural Systems and Practices","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Mangrove; Livelihood; Fishing; Psychological intervention; Fishery; Geography; Business; Environmental planning; Medicine; Agriculture; Biology","score_opus":0.08541276703125984,"score_gpt":0.3305513386075255,"score_spread":0.24513857157626567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407037346","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99142516,0.00023307122,0.0001689774,0.002226724,0.000011670388,0.00008039324,0.000040615887,0.000003342232,0.00581009],"genre_scores_gemma":[0.9974228,0.00044731997,0.00032798992,0.00022378002,0.0000049381674,0.000049334394,0.000016114833,0.000003620898,0.0015040187],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9978398,0.0011409741,0.00005406844,0.00011076459,0.00012879846,0.0007254721],"domain_scores_gemma":[0.99664503,0.0017452987,0.00045693066,0.00012283481,0.0002870716,0.00074281555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002448554,0.00052107475,0.00039554786,0.0006806915,0.011308341,0.0022715977,0.0013325741,0.0029086843,0.005353908],"category_scores_gemma":[0.0051259054,0.00044504082,0.00022365082,0.001376827,0.004701707,0.0019483819,0.0033794842,0.0019250921,0.00041094233],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045112017,0.0016416968,0.16408117,0.00070009497,0.00008869454,0.08778615,0.65913457,0.0008230095,0.0030263548,0.015190408,0.005041878,0.062034857],"study_design_scores_gemma":[0.000034436784,0.00047546948,0.030949079,0.00024245266,0.000027442258,0.0034581774,0.95354,0.0003266807,0.0002526469,0.0009809721,0.009684793,0.000027817501],"about_ca_topic_score_codex":0.07159706,"about_ca_topic_score_gemma":0.24425864,"teacher_disagreement_score":0.07159706,"about_ca_system_score_codex":0.005239749,"about_ca_system_score_gemma":0.0042339573,"threshold_uncertainty_score":0.14236063},"labels":[],"label_agreement":null},{"id":"W4407630548","doi":"10.1007/s40152-025-00408-1","title":"From extraction to surveillance: Re-territorialisation of Vietnam’s ocean frontier through fisheries reforms","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Affairs Canada","funders":"Sveriges Lantbruksuniversitet; Vetenskapsrådet; Svenska Forskningsrådet Formas","keywords":"Frontier; Fishery; Fishing; Marine fisheries; Geography; Biology; Archaeology","score_opus":0.03806701430172041,"score_gpt":0.352771101564361,"score_spread":0.31470408726264054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407630548","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9008826,0.00060963124,0.0006952533,0.008958726,0.00004894772,0.000039608993,0.00005414785,0.0000059235526,0.08870512],"genre_scores_gemma":[0.9951043,0.00017631048,0.00009387249,0.00033877627,0.00000399694,0.000009042074,0.000015212232,0.000004098997,0.0042542266],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99857664,0.00072391675,0.000042277952,0.00012091329,0.000118133845,0.00041818668],"domain_scores_gemma":[0.9986719,0.0005137134,0.00022405363,0.00012157677,0.00019106126,0.00027766262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024205844,0.00011183252,0.00012816416,0.00041513823,0.004087501,0.0038814205,0.00042460987,0.0005114302,0.004089633],"category_scores_gemma":[0.002319036,0.00013179066,0.000096093434,0.00075658096,0.007118408,0.0025945567,0.0027431063,0.0012459749,0.00012267716],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048954476,0.00004539101,0.031530075,0.00017684096,0.000012932625,0.0015393593,0.6530992,0.0007799855,0.0016129717,0.26953498,0.0049289996,0.036690354],"study_design_scores_gemma":[0.0000076940005,0.000071372946,0.04720618,0.00030345868,0.000005704835,0.00022381423,0.71011084,0.00059088174,0.0007269952,0.009945996,0.23078005,0.000027089854],"about_ca_topic_score_codex":0.10188863,"about_ca_topic_score_gemma":0.12965678,"teacher_disagreement_score":0.10188863,"about_ca_system_score_codex":0.008469331,"about_ca_system_score_gemma":0.008125781,"threshold_uncertainty_score":0.20259112},"labels":[],"label_agreement":null},{"id":"W4407800263","doi":"10.1007/s40152-025-00406-3","title":"Theories of institutional change and marine privatisation","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"HORIZON EUROPE Excellent Science","keywords":"Institutional change; Political science; Public administration","score_opus":0.029777505032765807,"score_gpt":0.27376322632544087,"score_spread":0.24398572129267507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407800263","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.285413,0.0074938587,0.066452906,0.07168648,0.00022891625,0.00018914763,0.00025100468,0.00013820939,0.5681464],"genre_scores_gemma":[0.994622,0.0008874158,0.0011858118,0.00031605276,0.000049520935,0.000034640027,0.000032363892,0.000005168242,0.002866928],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9972561,0.0015015596,0.00010238887,0.00027903297,0.00041914269,0.0004418058],"domain_scores_gemma":[0.99029154,0.0053797914,0.002154701,0.0008576803,0.0008777889,0.00043852438],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039339215,0.0003197552,0.00030306526,0.003115469,0.0025271683,0.0052900007,0.0013515198,0.0021105644,0.0056361225],"category_scores_gemma":[0.006480307,0.00022608318,0.0005942794,0.0031007845,0.025521677,0.0059136082,0.0041958136,0.0021491272,0.00034896072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003776495,0.000017041206,0.001192717,0.000024439516,0.0000059280624,0.00006539767,0.0007025105,0.0031290504,0.000022005604,0.99270564,0.00031244743,0.0018189927],"study_design_scores_gemma":[0.000021141563,0.000019622406,0.0021624994,0.00013324457,0.000013912526,0.00008297363,0.0029374135,0.008915395,0.00014444042,0.96404713,0.02150894,0.000013337289],"about_ca_topic_score_codex":0.008186163,"about_ca_topic_score_gemma":0.004882889,"teacher_disagreement_score":0.009132392,"about_ca_system_score_codex":0.009132392,"about_ca_system_score_gemma":0.0028066102,"threshold_uncertainty_score":0.0662604},"labels":[],"label_agreement":null},{"id":"W4407971579","doi":"10.1007/s40152-024-00397-7","title":"Traditional systems and contemporary transitions on an oceanic island: Insights for participatory fisheries management from Minicoy Island, India","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Island Studies and Pacific Affairs","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Fishery; Citizen journalism; Fisheries management; Geography; Fisheries science; Oceanography; Environmental planning; Political science; Fishing; Biology; Geology","score_opus":0.09012144740252297,"score_gpt":0.3218707870689335,"score_spread":0.23174933966641054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407971579","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9695795,0.00032254405,0.00030378386,0.0022069945,0.000012597039,0.000024321547,0.000030627176,0.0000056728645,0.02751389],"genre_scores_gemma":[0.9982931,0.00014903687,0.000103977836,0.000063084095,0.0000024076014,0.000011446417,0.000010905543,0.0000024929027,0.0013636115],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99894637,0.0004797947,0.000025837195,0.00008860391,0.000085200605,0.00037430003],"domain_scores_gemma":[0.9987276,0.00056348403,0.00017535134,0.00010192028,0.0001246557,0.00030692318],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011818891,0.00017558846,0.00018442671,0.0011826364,0.0100888675,0.0044891643,0.0013621302,0.0007141879,0.0035499276],"category_scores_gemma":[0.0016248681,0.0001461916,0.0001504437,0.0023992655,0.0119292885,0.0020977417,0.0051080678,0.0016219467,0.00015217574],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028837763,0.00003709572,0.025546774,0.00006206714,0.0000076173524,0.00062369666,0.9370869,0.00009324546,0.0004331153,0.021987272,0.0006554784,0.01343796],"study_design_scores_gemma":[0.000002200777,0.000014672736,0.042903956,0.000045051223,0.0000052455844,0.00007836068,0.94577485,0.00007811363,0.000057591064,0.0019460977,0.0090857865,0.000008074851],"about_ca_topic_score_codex":0.122964896,"about_ca_topic_score_gemma":0.304226,"teacher_disagreement_score":0.122964896,"about_ca_system_score_codex":0.0066828285,"about_ca_system_score_gemma":0.006266662,"threshold_uncertainty_score":0.24449831},"labels":[],"label_agreement":null},{"id":"W4407972246","doi":"10.1007/s40152-025-00411-6","title":"Correction: From extraction to surveillance: Re-territorialisation of Vietnam’s ocean frontier through fisheries reforms","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"International Maritime Law Issues","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Global Affairs Canada","funders":"","keywords":"Frontier; Fishery; Fishing; Geography; Political science; Oceanography; Geology; Biology; Archaeology","score_opus":0.020417960831218714,"score_gpt":0.3045292693254563,"score_spread":0.2841113084942376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407972246","genre_codex":"editorial","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00024256895,0.00090491574,0.00047973805,0.20543678,0.78067017,0.0000415573,0.0040458012,0.00037390058,0.007804489],"genre_scores_gemma":[0.03696622,0.007576288,0.0031637612,0.25710434,0.29700562,0.0005363714,0.0040360643,0.0015624056,0.39204893],"study_design_codex":"not_applicable","study_design_gemma":"observational","domain_scores_codex":[0.9952402,0.0007780587,0.00075243646,0.00080888177,0.00178467,0.0006358208],"domain_scores_gemma":[0.9581687,0.009209201,0.001858655,0.0024893337,0.026645858,0.0016282488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0040059243,0.002149343,0.0015576242,0.0029841408,0.0045846845,0.0049547968,0.004192647,0.010178642,0.051875386],"category_scores_gemma":[0.0832986,0.0013432001,0.0011992416,0.003935209,0.003504754,0.0040083663,0.0028252916,0.017483843,0.024964374],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072226812,0.0000010057614,0.000037140355,0.00004062005,0.000003579659,0.00006142171,0.000050262974,0.00001582518,0.000007751688,0.00072557747,0.998109,0.000940661],"study_design_scores_gemma":[0.000031914948,0.000006727586,0.001232984,0.00038635934,0.0000171542,0.00013979855,0.00032723788,0.00021000064,0.00013503584,0.0012657475,0.9962107,0.000036417998],"about_ca_topic_score_codex":0.116494454,"about_ca_topic_score_gemma":0.10162776,"teacher_disagreement_score":0.116494454,"about_ca_system_score_codex":0.0075369687,"about_ca_system_score_gemma":0.012011253,"threshold_uncertainty_score":0.23163277},"labels":[],"label_agreement":null},{"id":"W4409380110","doi":"10.1007/s40152-025-00423-2","title":"Privatisation from a coastal community perspective","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Perspective (graphical); Environmental planning; Oceanography; Environmental resource management; Geography; Environmental science; Geology; Computer science","score_opus":0.028106976618513097,"score_gpt":0.30029904919874617,"score_spread":0.2721920725802331,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409380110","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6126018,0.0017824718,0.024792774,0.031859335,0.00013804613,0.00012912798,0.00004864076,0.000056102326,0.3285917],"genre_scores_gemma":[0.992011,0.00037182885,0.00096357585,0.00042457282,0.000016659835,0.000023233508,0.000010089689,0.000009284761,0.00616983],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.994338,0.003572008,0.00015673743,0.0003822385,0.0007480291,0.000803054],"domain_scores_gemma":[0.99469006,0.0028856995,0.00064931734,0.00043711858,0.00071732915,0.0006203871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0051587396,0.00023205428,0.00027432098,0.001333974,0.009097185,0.0066463207,0.0010275656,0.001996117,0.006695448],"category_scores_gemma":[0.006998256,0.00020929957,0.000282973,0.0012513597,0.017376406,0.01117264,0.011904107,0.002620587,0.00022820513],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031287364,0.000107814914,0.005499783,0.00019946048,0.000016978312,0.0014613746,0.2464216,0.0017693276,0.0013317246,0.7176779,0.0019556442,0.023527237],"study_design_scores_gemma":[0.000023838687,0.000104776955,0.0062019443,0.00042246014,0.000020477377,0.0006863974,0.5081239,0.0031305538,0.0009957071,0.24656108,0.2336638,0.00006509603],"about_ca_topic_score_codex":0.0127425715,"about_ca_topic_score_gemma":0.018849043,"teacher_disagreement_score":0.0127425715,"about_ca_system_score_codex":0.006145523,"about_ca_system_score_gemma":0.0074387756,"threshold_uncertainty_score":0.044589102},"labels":[],"label_agreement":null},{"id":"W4409735463","doi":"10.1007/s40152-025-00426-z","title":"Why seafood processing labor matters to emerging Blue economies in the United States","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Ocean Nexus Center, EarthLab, University of Washington","keywords":"Business; Economics; Labour economics","score_opus":0.014511178898577597,"score_gpt":0.26984076346390135,"score_spread":0.25532958456532373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409735463","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79717296,0.016407775,0.00032858632,0.12876336,0.00031512624,0.000011924368,0.00013420699,0.000005771166,0.056860276],"genre_scores_gemma":[0.9743524,0.012812994,0.00013476536,0.009199267,0.00009196293,0.000010378174,0.000052138446,0.0000067314727,0.0033393723],"study_design_codex":"qualitative","study_design_gemma":"observational","domain_scores_codex":[0.9990275,0.00046419248,0.000037819627,0.00006104445,0.000114386545,0.00029502212],"domain_scores_gemma":[0.997259,0.0013884078,0.0004698991,0.00007732515,0.00042165892,0.00038354896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022656508,0.000110568886,0.000121083685,0.00073433353,0.0050390433,0.0040256754,0.00042767607,0.00097177236,0.0045014797],"category_scores_gemma":[0.0039663673,0.000112631526,0.000103159364,0.0013736475,0.0040002954,0.0022448194,0.0024093024,0.0014633391,0.00027914438],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014579653,0.0001600384,0.267886,0.000708046,0.000027071912,0.0017849368,0.40030617,0.00034979425,0.000879173,0.119726114,0.051662516,0.15636429],"study_design_scores_gemma":[0.000004041436,0.00003292963,0.10289725,0.0018072819,0.000011207439,0.00012817944,0.7858113,0.00012687569,0.00022883013,0.010357119,0.098574,0.000020922642],"about_ca_topic_score_codex":0.061749127,"about_ca_topic_score_gemma":0.1957904,"teacher_disagreement_score":0.061749127,"about_ca_system_score_codex":0.0029959595,"about_ca_system_score_gemma":0.0053366655,"threshold_uncertainty_score":0.12277943},"labels":[],"label_agreement":null},{"id":"W4411839828","doi":"10.1007/s40152-025-00438-9","title":"When elephants fight, it is the grass underneath that suffers: a socio-cultural perspective on oceans and oil in Nigeria’s Niger delta","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Natural Resources and Economic Development","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Niger delta; Perspective (graphical); Delta; Geography; Engineering; Art","score_opus":0.05029938260888312,"score_gpt":0.28485856058025644,"score_spread":0.23455917797137332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411839828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9391887,0.0032518418,0.0001813492,0.01830184,0.00012159022,0.0000073876836,0.000018569606,0.0000014169885,0.038927265],"genre_scores_gemma":[0.99557185,0.0018505864,0.00006551235,0.00049748586,0.000012230818,0.000002908467,0.0000031630238,0.0000018614934,0.001994353],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9993742,0.00041672963,0.000013615648,0.00002792583,0.000025602241,0.00014191146],"domain_scores_gemma":[0.999463,0.00024488603,0.00011930843,0.000012380779,0.000049739094,0.000110776775],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011172275,0.00023866203,0.0001316324,0.00072553067,0.008971733,0.0037108634,0.00033929697,0.0011168933,0.0017860187],"category_scores_gemma":[0.000879623,0.00016183473,0.00007852261,0.00079559715,0.00938906,0.0022770304,0.0019399492,0.0017832952,0.000102227204],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041288855,0.00003565947,0.034413464,0.00007708582,0.000006833747,0.0029685635,0.88866156,0.00008475381,0.00043732102,0.061128654,0.0018649913,0.0102799125],"study_design_scores_gemma":[0.000001695255,0.000013934533,0.01093743,0.00016864444,0.0000039698343,0.0002603903,0.9733521,0.000030893327,0.000075453325,0.00218148,0.012968987,0.0000050525946],"about_ca_topic_score_codex":0.038810775,"about_ca_topic_score_gemma":0.13963492,"teacher_disagreement_score":0.038810775,"about_ca_system_score_codex":0.003190998,"about_ca_system_score_gemma":0.0027312096,"threshold_uncertainty_score":0.077169776},"labels":[],"label_agreement":null},{"id":"W4412424001","doi":"10.1007/s40152-025-00441-0","title":"Methodological nationalism and labour justice in seafood supply chains","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Global trade, sustainability, and social impact","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa; Global Affairs Canada","funders":"Sveriges Lantbruksuniversitet; Vetenskapsrådet","keywords":"Nationalism; Supply chain; Economic Justice; Labour supply; Economics; Business; Labour economics; Political science; Law; Microeconomics; Politics","score_opus":0.100736170351136,"score_gpt":0.3694996733109324,"score_spread":0.26876350295979645,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412424001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65828604,0.0023880426,0.07424522,0.021047827,0.00014901983,0.00017850602,0.0001611742,0.00003344402,0.24351077],"genre_scores_gemma":[0.99737763,0.00021649091,0.0013661485,0.00013905959,0.0000117064565,0.00003700891,0.000011458562,0.000005412817,0.0008351703],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","domain_scores_codex":[0.98394936,0.012574549,0.00054042786,0.00074167625,0.0013041382,0.0008899016],"domain_scores_gemma":[0.9736423,0.017085986,0.004280697,0.0018814978,0.002459845,0.00064975215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.013497242,0.00024253604,0.00034769086,0.0024586855,0.0055377297,0.009599932,0.0009308082,0.0010309028,0.0039340355],"category_scores_gemma":[0.021297015,0.00019078025,0.0002785659,0.005521606,0.028967088,0.007162473,0.0065007578,0.0015633985,0.00013839667],"study_design_candidate":"qualitative","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018588082,0.00002405768,0.012682241,0.00012715507,0.000013322466,0.00020522269,0.04291403,0.0012777309,0.000064182816,0.93583834,0.00034714708,0.0064879158],"study_design_scores_gemma":[0.0000129837945,0.00003882705,0.009727136,0.0008207048,0.000026659978,0.00018984856,0.2241052,0.006929147,0.00040403887,0.73135036,0.026366463,0.000028583387],"about_ca_topic_score_codex":0.01170878,"about_ca_topic_score_gemma":0.014275887,"teacher_disagreement_score":0.013497242,"about_ca_system_score_codex":0.008464344,"about_ca_system_score_gemma":0.008031972,"threshold_uncertainty_score":0.07138115},"labels":[],"label_agreement":null},{"id":"W4417119364","doi":"10.1007/s40152-025-00461-w","title":"Disconnecting from the mangroves: Indigenous knowledge and the Munda people’s responses to socio-environmental change in the Bangladesh Sundarbans","year":2025,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Livelihood; Sustainability; Indigenous; Traditional knowledge; Food security; Vulnerability (computing); Poverty; Conceptualization; Land tenure","score_opus":0.020087008108696087,"score_gpt":0.2816183438907399,"score_spread":0.26153133578204385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4417119364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9824447,0.0006196185,0.000029925684,0.0041419147,0.000017585944,0.0000064626065,0.000032272255,0.0000010259204,0.012706577],"genre_scores_gemma":[0.9980844,0.00044154658,0.000018265817,0.000177523,0.000005022951,0.0000034576044,0.000005664101,7.361931e-7,0.0012634427],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9993598,0.00026627156,0.000025220317,0.000042763502,0.00005758488,0.00024838204],"domain_scores_gemma":[0.9988896,0.0004115997,0.0002466943,0.00004363217,0.00012179593,0.0002866183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009751437,0.00014774798,0.00019419148,0.00056722516,0.004907652,0.0024307752,0.000407034,0.0007241605,0.0053560156],"category_scores_gemma":[0.0020573952,0.00015860779,0.00010942267,0.0010569929,0.005554174,0.0015786896,0.0027930483,0.0012759307,0.00020924868],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000431622,0.00003963223,0.051191933,0.000109099645,0.000012396108,0.0010032794,0.9262772,0.000040349627,0.0007194234,0.0050423476,0.00080153235,0.014719768],"study_design_scores_gemma":[0.0000024385442,0.000021503614,0.056888245,0.000071627335,0.0000069831594,0.00010030708,0.93369436,0.000021861524,0.000055426324,0.0007304099,0.008396074,0.000010764657],"about_ca_topic_score_codex":0.1539249,"about_ca_topic_score_gemma":0.35963172,"teacher_disagreement_score":0.1539249,"about_ca_system_score_codex":0.0027059345,"about_ca_system_score_gemma":0.003162443,"threshold_uncertainty_score":0.30605787},"labels":[],"label_agreement":null}]}