{"meta":{"query_hash":"1c252a796e2d","filters":{"venue":"Jàmbá Journal of Disaster Risk Studies"},"cohort_total":18,"direct_labels_cover":0,"predictions_cover":18,"exported":18,"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/1c252a796e2d","api":"https://metacan.xera.ac/api/v1/cohort?venue=J%C3%A0mb%C3%A1+Journal+of+Disaster+Risk+Studies"},"results":[{"id":"W1966772962","doi":"10.4102/jamba.v7i1.128","title":"Reflective practitioners: The importance of critical thought for change agents","year":2015,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Sustainable Development and Environmental Policy","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":"Network for Business Sustainability","funders":"","keywords":"Livelihood; Action (physics); Order (exchange); Critical reflection; Reflection (computer programming); Investment (military); Sustainable development; Business; Economic system; Political science; Environmental ethics; Sociology; Economics; Computer science; Geography; Agriculture; Law","score_opus":0.11754639667719519,"score_gpt":0.38494573478138894,"score_spread":0.26739933810419375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966772962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906175,0.0015833483,0.00020363404,0.0043359874,0.0003879503,0.00032661905,0.000014906154,0.0000048201423,0.0025252155],"genre_scores_gemma":[0.9960692,0.0004457186,0.0022455668,0.00056286267,0.0002558964,0.000038463797,7.776654e-7,0.0000119570395,0.00036954222],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988469,0.00008303271,0.00036009206,0.000117922275,0.00037366658,0.0002183693],"domain_scores_gemma":[0.99911183,0.00021963679,0.0004073877,0.00011954005,0.00005771893,0.00008390431],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071007246,0.000120632976,0.0002262269,0.00003142515,0.00014074781,0.000013451878,0.00018275606,0.0000292914,0.00004986447],"category_scores_gemma":[0.0007530871,0.00007231463,0.00009623335,0.00013065874,0.00045177047,0.000524237,0.00018383827,0.000118585434,0.000016770302],"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":[0.0008308452,0.000823933,0.66987705,0.00012835681,0.0007230474,0.00004907344,0.16328996,0.00023485902,0.00016555864,0.0005478243,0.15328579,0.0100436965],"study_design_scores_gemma":[0.0036117956,0.0019582417,0.5276273,0.00015894376,0.00065829826,0.0001251052,0.34984145,0.00009728929,0.0015233798,0.045159772,0.06862096,0.00061745744],"about_ca_topic_score_codex":0.000020272635,"about_ca_topic_score_gemma":0.000034504126,"teacher_disagreement_score":0.1865515,"about_ca_system_score_codex":0.0002738392,"about_ca_system_score_gemma":0.000013475343,"threshold_uncertainty_score":0.2948905},"labels":[],"label_agreement":null},{"id":"W1996758880","doi":"10.4102/jamba.v5i2.91","title":"Disasters in ‘development’ contexts: Contradictions and options for a preventive approach","year":2013,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Vulnerability (computing); Development economics; Poverty; Disaster risk reduction; Economic growth; Emergency management; Population; Political science; Business; Environmental planning; Economics; Geography; Sociology; Computer security","score_opus":0.02817909849254612,"score_gpt":0.32748228268511365,"score_spread":0.2993031841925675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996758880","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9804099,0.0048617558,0.0034979428,0.0012486607,0.00047211474,0.0011275805,0.000007880094,0.000014413437,0.008359704],"genre_scores_gemma":[0.9919739,0.0017841402,0.002915965,0.000058754766,0.00012788526,0.00011662479,7.617921e-7,0.0000082119095,0.0030137547],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9986798,0.0001761499,0.00046804166,0.00015500591,0.00024285277,0.0002781033],"domain_scores_gemma":[0.99903774,0.000261444,0.00033163137,0.00006977582,0.00020338595,0.000096008866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070585293,0.00012546015,0.0003079508,0.00017103589,0.0004555422,0.00012661717,0.00018555153,0.000036653597,0.000011081512],"category_scores_gemma":[0.00025908594,0.00009365065,0.00008667664,0.00017385493,0.00050043245,0.0007368431,0.00006736773,0.00012125603,0.0000044866997],"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":[0.00013560336,0.00086081674,0.11024706,0.00018151951,0.0013523289,0.0000045255565,0.7956977,0.000120970086,0.000038657996,0.01383994,0.013384724,0.06413618],"study_design_scores_gemma":[0.0025521568,0.00021839631,0.10174399,0.00030680152,0.00019432614,0.0000040438204,0.861326,0.00007284961,0.000007418664,0.008080163,0.025186844,0.00030705368],"about_ca_topic_score_codex":0.000064631044,"about_ca_topic_score_gemma":0.00053463783,"teacher_disagreement_score":0.065628275,"about_ca_system_score_codex":0.000075572076,"about_ca_system_score_gemma":0.000051006817,"threshold_uncertainty_score":0.38189626},"labels":[],"label_agreement":null},{"id":"W2258838787","doi":"10.4102/jamba.v8i2.182","title":"Climate change, household vulnerability and smart agriculture: The case of two South African provinces","year":2016,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":51,"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":"International Development Research Centre","keywords":"Vulnerability (computing); Climate change; Agriculture; Geography; Socioeconomics; Productivity; Natural resource economics; Business; Economic growth; Economics","score_opus":0.15200295113722795,"score_gpt":0.3455158168564897,"score_spread":0.19351286571926174,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258838787","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08963762,0.90654093,1.2381106e-7,0.0006378547,0.0003448771,0.00084708154,0.0019077568,0.00002004214,0.00006369129],"genre_scores_gemma":[0.032764923,0.9656346,0.000016696342,0.00004229844,0.0014409627,0.000054667475,0.000007886271,0.00000538121,0.000032595908],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9965452,0.00080901774,0.0013053538,0.0004241573,0.0003886384,0.0005276501],"domain_scores_gemma":[0.9944903,0.0013877492,0.003363178,0.00016627199,0.00039218907,0.00020025879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014313537,0.00066193985,0.0023108127,0.000042795076,0.00046664613,0.00012737264,0.00054669473,0.00020171476,0.000021642569],"category_scores_gemma":[0.00040277897,0.00013095755,0.00076995656,0.0004854387,0.00049713324,0.00030199208,0.0005009593,0.0006294517,0.0000043212044],"study_design_candidate":"design_other","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":[0.00003188711,0.0001347328,0.00078371045,0.0020489756,0.00056215655,0.0001604876,0.004263963,6.7721956e-8,0.000021705198,0.000021704049,0.001052969,0.9909176],"study_design_scores_gemma":[0.0013696479,0.0029700617,0.006775876,0.038299777,0.008320841,0.010798368,0.08740741,4.7738854e-7,0.000026510927,0.0006487095,0.84127456,0.0021077716],"about_ca_topic_score_codex":0.00011250422,"about_ca_topic_score_gemma":0.0020073773,"teacher_disagreement_score":0.9888099,"about_ca_system_score_codex":0.00009695335,"about_ca_system_score_gemma":0.000015318728,"threshold_uncertainty_score":0.5340294},"labels":[],"label_agreement":null},{"id":"W2269012378","doi":"10.4102/jamba.v8i2.204","title":"Menstrual hygiene – A salient hazard in rural schools: A case of Masvingo district of Zimbabwe","year":2016,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Girl; Sanitation; Psychological intervention; Focus group; Hygiene; Empowerment; Thematic analysis; Government (linguistics); Psychology; Environmental health; Socioeconomics; Political science; Medicine; Qualitative research; Nursing; Sociology; Developmental psychology; Social science","score_opus":0.06672362102312523,"score_gpt":0.4156037254199486,"score_spread":0.3488801043968234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2269012378","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10832804,0.8898967,0.000019002735,0.0001227979,0.00052636233,0.0006904311,0.0002266733,0.0000056367994,0.00018439296],"genre_scores_gemma":[0.028012203,0.9711323,0.00041364887,0.000027823233,0.00024107425,0.000023645793,0.000005648152,0.0000460495,0.00009760004],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.9947453,0.00040403818,0.0033813436,0.00027743157,0.0006571248,0.0005347263],"domain_scores_gemma":[0.99423355,0.00054262584,0.003863259,0.00043533387,0.0005694526,0.00035577163],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00107026,0.0005697101,0.004843094,0.0007886601,0.000066504705,0.000009386245,0.00023176499,0.00022360349,0.000033279015],"category_scores_gemma":[0.0013485344,0.0003230981,0.0010006276,0.00050794595,0.00030489778,0.00012605636,0.0001957878,0.00080703216,0.000010442064],"study_design_candidate":"design_other","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":[0.0005439481,0.00044945994,0.0050390637,0.0323747,0.0014988872,0.0012843702,0.0021986603,4.535659e-7,0.0000011007666,0.000031525637,0.00215152,0.9544263],"study_design_scores_gemma":[0.026303722,0.01194007,0.0018596621,0.5072712,0.015515794,0.024734125,0.10009404,0.0000064200094,0.000021661652,0.00089628337,0.30949247,0.0018645764],"about_ca_topic_score_codex":0.00007965352,"about_ca_topic_score_gemma":0.00010064667,"teacher_disagreement_score":0.95256174,"about_ca_system_score_codex":0.0003230273,"about_ca_system_score_gemma":0.00073507073,"threshold_uncertainty_score":0.9999221},"labels":[],"label_agreement":null},{"id":"W2320298678","doi":"10.4102/jamba.v8i3.255","title":"Climate change in semi-arid Malawi: Perceptions, adaptation strategies and water governance","year":2016,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":43,"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":"International Development Research Centre","keywords":"Climate change; Food security; Water resources; Environmental resource management; Adaptive capacity; Agriculture; Environmental planning; Geography; Subsistence agriculture; Business; Natural resource economics; Environmental science; Economics; Ecology","score_opus":0.06472831250979466,"score_gpt":0.2895404776215405,"score_spread":0.22481216511174584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320298678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905745,0.0030284035,0.0000014167488,0.0059468336,0.0001571307,0.00012465255,0.000089791225,0.000011078124,0.000066209526],"genre_scores_gemma":[0.96031463,0.039102755,0.00003403405,0.00009216565,0.00040601127,0.000009640766,0.000002528996,0.0000013807585,0.000036827187],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9988535,0.00009702001,0.00036480502,0.00015852194,0.00022003667,0.00030612305],"domain_scores_gemma":[0.9993038,0.00016124164,0.00028643972,0.000034269768,0.00014257744,0.0000716698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031772765,0.00016962072,0.00029617117,0.000017964489,0.00012518023,0.000092615075,0.00011716456,0.000060871993,0.00010412408],"category_scores_gemma":[0.0000626624,0.00004045359,0.0000757822,0.00009903805,0.000101436766,0.0010787048,0.00010112494,0.00012282097,0.000015664624],"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":[0.00036923747,0.00027293913,0.43513533,0.00009462554,0.00014605506,0.000064550695,0.052051913,0.000007507108,0.16265292,0.00026384246,0.0013876893,0.34755337],"study_design_scores_gemma":[0.0004582168,0.00038643135,0.931857,0.0004685698,0.000037934387,0.000054038555,0.06496655,0.000004959122,0.00028865313,0.00049152604,0.0008101766,0.00017594783],"about_ca_topic_score_codex":0.000060616734,"about_ca_topic_score_gemma":0.0029698936,"teacher_disagreement_score":0.49672166,"about_ca_system_score_codex":0.00006190149,"about_ca_system_score_gemma":0.0000023145692,"threshold_uncertainty_score":0.16572703},"labels":[],"label_agreement":null},{"id":"W2340992330","doi":"10.4102/jamba.v8i1.206","title":"A review of studies on community based early warning systems","year":2016,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":120,"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":"Inyuvesi Yakwazulu-Natali; International Development Research Centre; UNICEF","keywords":"Warning system; Early warning system; Hazard; Environmental planning; Environmental resource management; Natural disaster; Preparedness; Natural hazard; Business; Computer science; Geography; Risk analysis (engineering); Political science; Environmental science; Ecology; Telecommunications","score_opus":0.3006116885040882,"score_gpt":0.4129390182508533,"score_spread":0.11232732974676507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2340992330","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004853192,0.99290293,1.9337092e-7,0.0003193355,0.0008089812,0.0006337152,0.00040139284,0.00001872455,0.00006155464],"genre_scores_gemma":[0.0004468511,0.9985092,0.000009286631,0.00019133252,0.00070699793,0.000032679513,0.000015070627,0.000005611201,0.00008294869],"study_design_codex":"design_other","study_design_gemma":"systematic_review","domain_scores_codex":[0.99417996,0.0025063974,0.0020789516,0.00023183919,0.000633426,0.00036944807],"domain_scores_gemma":[0.9884034,0.004381222,0.0057400446,0.00019625873,0.0011314886,0.000147606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0028036432,0.00065580243,0.0044870013,0.00007087807,0.0003492046,0.000049552247,0.00078379747,0.0001926103,0.000021193118],"category_scores_gemma":[0.002293729,0.00015521109,0.0012554955,0.000499002,0.0002311772,0.000166888,0.00028320536,0.0010632375,0.000029291155],"study_design_candidate":"systematic_review","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":[0.000053049454,0.00041504577,0.00015877438,0.25219053,0.0038807858,0.000030624687,0.0026691093,9.823399e-7,0.000022807999,0.0000089708,0.025134858,0.71543443],"study_design_scores_gemma":[0.00014322413,0.0011505608,0.00007890708,0.53465164,0.0013335405,0.00004148558,0.004565762,4.367843e-8,0.0000015486218,0.000013098865,0.45774227,0.00027790782],"about_ca_topic_score_codex":0.000024907004,"about_ca_topic_score_gemma":0.000045741686,"teacher_disagreement_score":0.71515656,"about_ca_system_score_codex":0.00022765443,"about_ca_system_score_gemma":0.000029266752,"threshold_uncertainty_score":0.6329324},"labels":[],"label_agreement":null},{"id":"W2524954149","doi":"10.4102/jamba.v8i1.289","title":"Developing a community-centred malaria early warning system based on indigenous knowledge: Gwanda District, Zimbabwe","year":2016,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Malaria Research and Control","field":"Medicine","cited_by":16,"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":"College of Science and Health; Inyuvesi Yakwazulu-Natali; International Development Research Centre; UNICEF","keywords":"Malaria; Indigenous; Geography; Early warning system; Warning system; Traditional knowledge; Socioeconomics; Public health; Disease surveillance; Environmental health; Community health; Medicine; Ecology; Nursing; Biology; Sociology","score_opus":0.054458091364106995,"score_gpt":0.3222223596051242,"score_spread":0.2677642682410172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2524954149","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9813087,0.005365819,0.0073750364,0.0036372724,0.0005180863,0.0005907381,0.00003978102,0.000053618824,0.0011109562],"genre_scores_gemma":[0.9981031,0.00041876023,0.0005062817,0.00008977925,0.00037864211,0.000019971194,0.000001913138,0.00003413679,0.00044744808],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99679756,0.0009796311,0.00078772,0.00017902211,0.0006793293,0.0005767559],"domain_scores_gemma":[0.9965778,0.0012233778,0.00061849883,0.00038577657,0.0008935981,0.00030096737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012723729,0.00030017018,0.0008993525,0.0003659334,0.0006265436,0.00006783985,0.00032155754,0.00009125723,0.000019960411],"category_scores_gemma":[0.0015489019,0.00016386283,0.00028252916,0.00028091235,0.00015455314,0.0001628101,0.00015043482,0.00089997053,0.00005946772],"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":[0.019426385,0.0029366573,0.6316863,0.0035204482,0.010169521,0.002028641,0.10899868,0.000041652675,0.0025271708,0.0021220907,0.004454177,0.2120883],"study_design_scores_gemma":[0.049527165,0.011018532,0.82973504,0.02048666,0.0020460635,0.00059220695,0.07631669,0.00032117346,0.001381796,0.00037012022,0.0071351193,0.0010694087],"about_ca_topic_score_codex":0.000042434363,"about_ca_topic_score_gemma":0.000041556406,"teacher_disagreement_score":0.2110189,"about_ca_system_score_codex":0.00068125693,"about_ca_system_score_gemma":0.00046257998,"threshold_uncertainty_score":0.66821325},"labels":[],"label_agreement":null},{"id":"W3163863436","doi":"10.4102/jamba.v13i1.1013","title":"Simple rules and self-organisation: A complex systems’ perspective on South Africa’s COVID-19 response","year":2021,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Viral Infections and Outbreaks Research","field":"Medicine","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":"Science North","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Perspective (graphical); Disaster response; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Work (physics); Simple (philosophy); 2019-20 coronavirus outbreak; Environmental planning; Political science; Geography; Sociology; Environmental resource management; Emergency management; Computer science; Epistemology; Medicine; Engineering; Virology; Economics; Law; Outbreak","score_opus":0.19621955444293415,"score_gpt":0.46184205302013187,"score_spread":0.2656224985771977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3163863436","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018132695,0.9959957,0.00006053344,0.0005078737,0.00022875343,0.0006977336,0.00027244442,0.000030112651,0.00039360512],"genre_scores_gemma":[0.0051293955,0.9933218,0.00013250185,0.000084557985,0.0006950626,0.000032584074,0.000012783831,0.000056031982,0.0005353222],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.99593276,0.0015976252,0.0010303083,0.00039660014,0.0007043098,0.00033841463],"domain_scores_gemma":[0.99579525,0.0015254869,0.0010344227,0.00031945555,0.00090835494,0.0004170311],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015634331,0.00047004732,0.0028638528,0.00062611,0.00045078437,0.00015071586,0.00013299036,0.0001795068,0.00007499449],"category_scores_gemma":[0.002473839,0.0002954002,0.0006436706,0.00037708823,0.00023548641,0.00009614193,0.00022063417,0.0009453999,0.000044877557],"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":[0.0067148916,0.005292032,0.003071702,0.111395314,0.07632834,0.008567319,0.45233217,0.000060969774,0.000015990467,0.0032462194,0.16951728,0.16345777],"study_design_scores_gemma":[0.0012774664,0.0017390497,0.00020514113,0.005782203,0.003555951,0.0018082419,0.087709725,0.000005468775,2.6782675e-7,0.00007832079,0.89756685,0.00027129118],"about_ca_topic_score_codex":0.000031103675,"about_ca_topic_score_gemma":0.000007780311,"teacher_disagreement_score":0.7280496,"about_ca_system_score_codex":0.0014779577,"about_ca_system_score_gemma":0.0011148887,"threshold_uncertainty_score":0.9999498},"labels":[],"label_agreement":null},{"id":"W3192765305","doi":"10.4102/jamba.v13i1.943","title":"The role of community protection institution in disaster management at West Java, Indonesia","year":2021,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Disaster Management and Resilience","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":false,"ca_institutions":"Institute on Governance; Government of Canada","funders":"","keywords":"Unit (ring theory); Government (linguistics); Work (physics); Focus group; Public relations; Business; Independence (probability theory); Qualitative research; Emergency management; Environmental planning; Political science; Knowledge management; Environmental resource management; Engineering; Psychology; Sociology; Geography; Marketing; Computer science","score_opus":0.029642506438148072,"score_gpt":0.30949458797521284,"score_spread":0.27985208153706476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3192765305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97832394,0.0032195395,0.00007952642,0.0008263407,0.00050381373,0.00026481284,0.000001939776,0.000006559268,0.016773522],"genre_scores_gemma":[0.99404913,0.0045969905,0.000045220997,0.000030384284,0.000097391996,0.000013979588,4.2114567e-7,0.000005762241,0.001160745],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99758434,0.0009646585,0.00055514515,0.000097339675,0.000552513,0.00024598875],"domain_scores_gemma":[0.9987866,0.00015748513,0.0005422603,0.0002210513,0.00024507102,0.00004749037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015993696,0.00012365315,0.00026656452,0.000110034605,0.0010849652,0.00007984211,0.000368907,0.0000422124,0.000011304597],"category_scores_gemma":[0.00017882747,0.00008171664,0.00011974805,0.00042225915,0.00065796915,0.00040327638,0.00040722676,0.00030445302,0.000009302225],"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":[0.0004726143,0.0009566737,0.3752602,0.00023969062,0.0008943681,0.00005224907,0.38033983,0.00036313653,0.0003624953,0.012116725,0.000901479,0.22804053],"study_design_scores_gemma":[0.000867053,0.00013381643,0.24579613,0.0003080836,0.00013722085,0.0000059047707,0.71846765,0.000010025725,0.00023984122,0.0056316797,0.02825522,0.00014738277],"about_ca_topic_score_codex":0.00022227074,"about_ca_topic_score_gemma":0.010488247,"teacher_disagreement_score":0.3381278,"about_ca_system_score_codex":0.00018589736,"about_ca_system_score_gemma":0.000039357434,"threshold_uncertainty_score":0.8344785},"labels":[],"label_agreement":null},{"id":"W4281714926","doi":"10.4102/jamba.v14i1.1264","title":"Disaster resilience framework indicators for a city’s disaster resilience planning strategy","year":2022,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Science North","funders":"","keywords":"Resilience (materials science); Process (computing); Environmental planning; Urban resilience; Environmental resource management; Process management; Sustainable development; Disaster risk reduction; Business; Risk analysis (engineering); Geography; Urban planning; Computer science; Political science; Engineering; Civil engineering; Environmental science","score_opus":0.15295271331848578,"score_gpt":0.4624800326801218,"score_spread":0.309527319361636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281714926","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0013340482,0.98401344,0.0016505596,0.00020197096,0.0032916572,0.0018501721,0.00013348833,0.00006349649,0.007461161],"genre_scores_gemma":[0.002279804,0.9887867,0.00081484363,0.00014978505,0.0017363388,0.00027948665,0.000010418491,0.00011432902,0.0058283103],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9905207,0.0017344519,0.0026964755,0.0011254437,0.0024045354,0.0015183587],"domain_scores_gemma":[0.9897749,0.003953886,0.004645574,0.0008514862,0.0002821507,0.0004920026],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0039325655,0.001099718,0.003379293,0.0011592411,0.0024202564,0.00065754366,0.0032437325,0.00044705224,0.00038820258],"category_scores_gemma":[0.0030894652,0.0008093153,0.0016521392,0.0019417896,0.002038165,0.001268454,0.0011437582,0.0019548496,0.000032330478],"study_design_candidate":"design_other","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":[0.00018812396,0.00037374377,0.0015701791,0.0051138992,0.0017902962,0.00014460436,0.10504713,0.00015881528,1.00573274e-7,0.0028297207,0.017437747,0.86534566],"study_design_scores_gemma":[0.0003690001,0.000528206,0.000070348564,0.0086395815,0.001809432,0.000018216813,0.14300127,0.0000022299935,1.4278477e-7,0.0030245055,0.8417291,0.0008079601],"about_ca_topic_score_codex":0.000040224473,"about_ca_topic_score_gemma":0.00011129367,"teacher_disagreement_score":0.86453766,"about_ca_system_score_codex":0.0006054863,"about_ca_system_score_gemma":0.0007718602,"threshold_uncertainty_score":0.9994358},"labels":[],"label_agreement":null},{"id":"W4294276220","doi":"10.4102/jamba.v14i1.1227","title":"Rural vulnerability and institutional dynamics in the context of COVID-19: A scoping review","year":2022,"lang":"en","type":"review","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"COVID-19 Pandemic Impacts","field":"Economics, Econometrics and Finance","cited_by":9,"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":"International Development Research Centre; UK Research and Innovation; National Research Foundation; Newton Fund; Styrelsen för Internationellt Utvecklingssamarbete","keywords":"Vulnerability (computing); Pandemic; Psychological resilience; Economic growth; Context (archaeology); Coping (psychology); Poverty; Development economics; Food security; Community resilience; Socioeconomics; Business; Geography; Political science; Coronavirus disease 2019 (COVID-19); Agriculture; Sociology; Economics; Psychology; Disease; Infectious disease (medical specialty); Medicine; Social psychology","score_opus":0.1870764977173627,"score_gpt":0.40719735187295786,"score_spread":0.22012085415559515,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294276220","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0003940796,0.9966121,0.00014709975,0.0008181285,0.00042215356,0.0009537847,0.00047657767,0.0000033485044,0.00017276082],"genre_scores_gemma":[0.0016219579,0.9969861,0.000038856826,0.001162126,0.00009208635,0.00005833377,0.000011477292,0.000017162558,0.000011915559],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9959328,0.0005057774,0.002861445,0.00028150837,0.00016717236,0.0002512763],"domain_scores_gemma":[0.992977,0.00243149,0.0040559517,0.000366491,0.00006327802,0.00010574279],"candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0063046087,0.00034348932,0.0033964498,0.00039860676,0.00022795821,0.000036042034,0.00053759245,0.000094154166,0.00009158734],"category_scores_gemma":[0.009860912,0.00024151902,0.0006016846,0.00048611246,0.00039425743,0.00023609187,0.00031592397,0.0009370132,0.00000440726],"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":[0.00006759179,0.00036546914,0.022544984,0.36708826,0.0018936958,0.00007571021,0.013926612,0.000038624203,6.0161844e-9,0.011244716,0.0020177697,0.5807366],"study_design_scores_gemma":[0.0012701347,0.00030438192,0.00024961066,0.13975437,0.0008321633,0.00043795112,0.008450716,0.000026578042,8.476927e-9,0.0046363776,0.8434865,0.0005512386],"about_ca_topic_score_codex":0.0001565311,"about_ca_topic_score_gemma":0.00035523772,"teacher_disagreement_score":0.8414687,"about_ca_system_score_codex":0.0015062245,"about_ca_system_score_gemma":0.00068422186,"threshold_uncertainty_score":0.9984794},"labels":[],"label_agreement":null},{"id":"W4308121866","doi":"10.4102/jamba.v14i1.1311","title":"The impact of colonial and contemporary land policies on climate change adaptation in Zimbabwe’s communal areas","year":2022,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Climate change impacts on agriculture","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Colonialism; Climate change; Livelihood; Geography; Vulnerability (computing); Context (archaeology); Political science; Agriculture; Development economics; Environmental resource management; Economic growth; Economics; Ecology","score_opus":0.11818744761681496,"score_gpt":0.32904819828389115,"score_spread":0.21086075066707619,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308121866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990363,0.0061918152,2.0681458e-8,0.0027543986,0.000112382295,0.000185376,0.00030402959,0.00000438746,0.000084574174],"genre_scores_gemma":[0.9948643,0.0048461645,0.000002364915,0.00008156687,0.00017610645,0.000013590327,0.0000070495093,0.000001148279,0.00000773197],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987479,0.00031695323,0.00037557379,0.00008408362,0.00027225856,0.00020323072],"domain_scores_gemma":[0.9985443,0.0006397906,0.00061733084,0.00003847373,0.000107592525,0.000052534462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006528725,0.00013568981,0.00032580248,0.000030162526,0.00042223296,0.000042076637,0.00018047143,0.000026570266,0.000013331322],"category_scores_gemma":[0.000113662834,0.00003862518,0.00012370449,0.00020759065,0.0001177568,0.0001388764,0.00019993538,0.0002715509,4.71517e-7],"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":[0.0015834307,0.0003283658,0.94233686,0.000015224649,0.00020559998,0.00001926419,0.03720131,0.000096031436,0.0015755582,0.00003665223,0.002320112,0.014281611],"study_design_scores_gemma":[0.00057782466,0.002503593,0.9474955,0.00007247638,0.00001944514,0.000038511087,0.04856921,0.000022021317,0.000016896567,0.00022203336,0.00037770742,0.000084751715],"about_ca_topic_score_codex":0.0009955486,"about_ca_topic_score_gemma":0.0033738182,"teacher_disagreement_score":0.01419686,"about_ca_system_score_codex":0.0000829955,"about_ca_system_score_gemma":0.0000075992016,"threshold_uncertainty_score":0.32475173},"labels":[],"label_agreement":null},{"id":"W4385294279","doi":"10.4102/jamba.v15i1.1487","title":"Alternatives for sustained disaster risk reduction: A re-assessment","year":2023,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Disaster Management and Resilience","field":"Social Sciences","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":"Université de Montréal; Campus Notre-Dame-de-Foy; Collège de Rosemont","funders":"","keywords":"Disaster risk reduction; Vulnerability (computing); French; Context (archaeology); Hazard; Citizen journalism; Sociology; Political science; Environmental planning; Humanities; History; Geography; Computer security; Law; Computer science","score_opus":0.05920663401541681,"score_gpt":0.4284309281905222,"score_spread":0.3692242941751054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385294279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97223276,0.0014899131,0.0019774989,0.006906215,0.0038086923,0.000809104,0.00003758449,0.00009364732,0.0126445815],"genre_scores_gemma":[0.97230077,0.008905248,0.0010198853,0.000052972366,0.0016664608,0.000049276125,0.0000020547182,0.000025405323,0.015977949],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9972079,0.00045118947,0.00067953515,0.00029148534,0.0008232826,0.0005466039],"domain_scores_gemma":[0.9976504,0.00047624166,0.00097146473,0.00021144708,0.00054549344,0.0001449603],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0022948096,0.00022764021,0.0004766278,0.0003076814,0.0010942403,0.00021065958,0.0005101165,0.000054313015,0.000042154894],"category_scores_gemma":[0.00069549633,0.00016525539,0.00033078113,0.0005887276,0.00062375295,0.0007782094,0.00022172891,0.00024639568,0.00002458588],"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":[0.0006488377,0.0005174859,0.078235134,0.0002969318,0.0032159714,0.00008268875,0.6487849,0.00070328126,0.00008527003,0.011222472,0.18007557,0.076131485],"study_design_scores_gemma":[0.0015129229,0.00049909373,0.01306596,0.00018176343,0.0004008991,0.0000029215341,0.9013739,0.00009282269,0.00001898064,0.020152979,0.06239811,0.00029962944],"about_ca_topic_score_codex":0.000058285525,"about_ca_topic_score_gemma":0.0002855495,"teacher_disagreement_score":0.25258905,"about_ca_system_score_codex":0.0001752859,"about_ca_system_score_gemma":0.0001046049,"threshold_uncertainty_score":0.8416123},"labels":[],"label_agreement":null},{"id":"W4386806493","doi":"10.4102/jamba.v15i1.1490","title":"Forensic investigations of disasters: Past achievements and new directions","year":2023,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Becton Dickinson (Canada); University of Toronto","funders":"","keywords":"Risk management; Transformational leadership; Accountability; Political science; Natural disaster; Sustainability; Emergency management; Risk analysis (engineering); Environmental planning; Environmental resource management; Public relations; Business; Geography; Law; Economics","score_opus":0.07222601986572631,"score_gpt":0.3536870729042771,"score_spread":0.2814610530385508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386806493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906012,0.0013639092,0.0001286588,0.0030645772,0.0007909616,0.00015304248,0.000007875811,0.000026049081,0.0038637186],"genre_scores_gemma":[0.9870716,0.005427717,0.0005857139,0.000071496055,0.00044610832,0.00000418586,0.000001006509,0.000011037608,0.0063811806],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99858725,0.00015159712,0.0004421684,0.00012898336,0.00045494622,0.00023504517],"domain_scores_gemma":[0.9988936,0.00022490406,0.00046306697,0.000108146385,0.00016068743,0.00014957329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005786666,0.00011587024,0.0002842194,0.00024851682,0.00043889854,0.000064101034,0.00020196137,0.000030346493,0.000010077031],"category_scores_gemma":[0.000400551,0.00008793611,0.00010280525,0.0006369263,0.0007321283,0.00048262658,0.00016318871,0.00011125073,0.000011990824],"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":[0.000053599804,0.00014733041,0.5006127,0.000111154644,0.0010860148,0.000012266133,0.33748993,0.0001259125,0.00010414394,0.004702286,0.07893723,0.076617464],"study_design_scores_gemma":[0.0014753495,0.0004452655,0.23194964,0.0006345455,0.0006150083,0.0000049530963,0.6699806,0.000024814906,0.000081165716,0.032093085,0.062345117,0.00035049053],"about_ca_topic_score_codex":0.0001313758,"about_ca_topic_score_gemma":0.000938867,"teacher_disagreement_score":0.33249062,"about_ca_system_score_codex":0.000029902272,"about_ca_system_score_gemma":0.000053456268,"threshold_uncertainty_score":0.35859305},"labels":[],"label_agreement":null},{"id":"W4401035914","doi":"10.4102/jamba.v16i1.1673","title":"Understanding fire regimes: A biogeographical perspective","year":2024,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Fire effects on ecosystems","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":"Science North","funders":"North-West University","keywords":"Perspective (graphical); Fire regime; Climate change; Environmental resource management; Temporal scales; Environmental science; Ecosystem; Scale (ratio); Geography; Ecology; Computer science; Cartography; Biology","score_opus":0.050897108166642856,"score_gpt":0.2958908769358449,"score_spread":0.24499376876920206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401035914","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9677836,0.02188905,0.0013749232,0.0023501203,0.0017256102,0.00020635937,0.000016023201,0.000059370563,0.004594978],"genre_scores_gemma":[0.9975828,0.001677818,0.00021395434,0.000044853066,0.0002463533,0.000004165339,1.4971423e-7,0.000021622234,0.00020831634],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99842554,0.00017082163,0.00039206733,0.0002515887,0.00049476104,0.00026522114],"domain_scores_gemma":[0.99908984,0.00041152615,0.00021262033,0.00015140662,0.000031191877,0.000103423794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000736733,0.0001948359,0.00035906117,0.00011823513,0.00018064855,0.0001022541,0.00020747565,0.000055672102,0.00011418743],"category_scores_gemma":[0.0002392475,0.00013018609,0.00027328156,0.00047844942,0.0003589622,0.00044725757,0.00016890277,0.00037075882,0.00015737819],"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":[0.000513668,0.0006636024,0.4533193,0.00062432315,0.007992025,0.00257391,0.20764689,0.00058332615,0.0010308181,0.007505901,0.29565004,0.021896182],"study_design_scores_gemma":[0.0044703796,0.006753259,0.07774339,0.007344118,0.0029444732,0.003237337,0.67339915,0.013914634,0.0005194819,0.14350854,0.06337081,0.0027944173],"about_ca_topic_score_codex":0.000109719265,"about_ca_topic_score_gemma":0.000084364154,"teacher_disagreement_score":0.46575227,"about_ca_system_score_codex":0.0008057872,"about_ca_system_score_gemma":0.0000137175475,"threshold_uncertainty_score":0.5308835},"labels":[],"label_agreement":null},{"id":"W4403952982","doi":"10.4102/jamba.v16i2.1799","title":"Statutory and policy-based eco-disaster risk reduction in SADC member states","year":2024,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Disaster Management and Resilience","field":"Social Sciences","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":"Science North","funders":"North-West University","keywords":"Disaster risk reduction; Statutory law; Reduction (mathematics); Member states; Business; Environmental health; Political science; Environmental planning; International trade; Medicine; Geography; European union; Law","score_opus":0.02370957214274718,"score_gpt":0.35907734222083554,"score_spread":0.3353677700780884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403952982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9785953,0.01248809,0.00013057953,0.0026548798,0.001259627,0.00021021563,0.00002165828,0.000034438002,0.00460517],"genre_scores_gemma":[0.9842157,0.011872455,0.000290213,0.00008863958,0.0007501126,0.000007882518,8.7868665e-7,0.00001990287,0.0027542387],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.99767673,0.00048232797,0.0005809256,0.00027714312,0.00056645164,0.0004164372],"domain_scores_gemma":[0.998948,0.00030732647,0.00033659858,0.00013425748,0.00014163899,0.00013221319],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0015307361,0.00021283963,0.0003743785,0.0005328514,0.0003426491,0.00029453746,0.00021315509,0.0000633252,0.00004653846],"category_scores_gemma":[0.00028328685,0.00015521343,0.00013834695,0.00052705663,0.00074013474,0.00066338596,0.00011001903,0.00036878962,0.000022536087],"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":[0.00043150462,0.00041760263,0.11607152,0.00056804373,0.0012289092,0.00019534884,0.6988599,0.0029780471,0.000090020745,0.0033783184,0.036643293,0.13913754],"study_design_scores_gemma":[0.0022029297,0.0006725996,0.042337373,0.001561481,0.0006753265,0.000019153198,0.76022536,0.0009254563,0.000057075762,0.030373959,0.1601286,0.0008206888],"about_ca_topic_score_codex":0.0005681483,"about_ca_topic_score_gemma":0.0018991072,"teacher_disagreement_score":0.13831685,"about_ca_system_score_codex":0.00020269323,"about_ca_system_score_gemma":0.0001826545,"threshold_uncertainty_score":0.632942},"labels":[],"label_agreement":null},{"id":"W4403986086","doi":"10.4102/jamba.v16i1.1677","title":"Efundja as a risk driver and change agent for the Cuvelai-Etosha basin rural communities","year":2024,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological 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":"Canadian Heart Research Centre; Canadian Cardiovascular Society","funders":"University of Namibia; Universiteit Stellenbosch","keywords":"Structural basin; Geography; Geology; Paleontology","score_opus":0.06997517624855987,"score_gpt":0.30820945376703485,"score_spread":0.23823427751847498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403986086","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9450152,0.04253812,0.000009060749,0.011544092,0.00041816264,0.00031350352,0.000065332504,0.000015761865,0.00008075604],"genre_scores_gemma":[0.93900764,0.05888481,0.000045711622,0.000247534,0.0008047766,0.000038430986,0.000005570669,0.0000016416883,0.0009638736],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9988992,0.00013901544,0.0002964404,0.00008894146,0.0003109464,0.00026544515],"domain_scores_gemma":[0.99823385,0.0013058196,0.00015899136,0.000041463027,0.00019538903,0.00006445462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006428405,0.00017502264,0.00027765473,0.000023447876,0.00076443976,0.00020473926,0.00026633687,0.000050643965,0.000064158594],"category_scores_gemma":[0.00007899791,0.00004137188,0.00019476339,0.00017955323,0.00020947772,0.0002700682,0.00022063078,0.00034421126,0.00002239698],"study_design_candidate":"design_other","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":[0.00027699952,0.0001349861,0.09076644,0.00015261883,0.0022697917,0.00003309737,0.09928418,0.000002495867,0.000596023,0.0005166668,0.10031081,0.7056559],"study_design_scores_gemma":[0.00032603316,0.001029247,0.5551236,0.00048773034,0.00032977,0.0001028596,0.2341961,0.000034589844,0.000094762465,0.0028047012,0.20521635,0.00025419908],"about_ca_topic_score_codex":0.00044437998,"about_ca_topic_score_gemma":0.0006884989,"teacher_disagreement_score":0.7054017,"about_ca_system_score_codex":0.00003377317,"about_ca_system_score_gemma":0.0000085968495,"threshold_uncertainty_score":0.58795303},"labels":[],"label_agreement":null},{"id":"W4408296586","doi":"10.4102/jamba.v17i1.1654","title":"Analysing seasonal rainfall trends in the Cuvelai-Etosha Basin 1968–2018","year":2025,"lang":"en","type":"article","venue":"Jàmbá Journal of Disaster Risk Studies","topic":"Climate variability and models","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":"Science North","funders":"","keywords":"Flooding (psychology); Period (music); Trend analysis; Geography; Physical geography; Environmental science; Structural basin; Climatology; Demography; Geology; Mathematics; Statistics","score_opus":0.031817862087831834,"score_gpt":0.3165600118339626,"score_spread":0.28474214974613077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408296586","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98648286,0.000792009,0.00044032477,0.0036889298,0.00023401204,0.000063706844,0.000012006918,0.0000050571643,0.008281089],"genre_scores_gemma":[0.9977127,0.00048122936,0.0005990783,0.0006708551,0.000071211696,0.000003869982,0.0000010046947,0.000005487943,0.00045456577],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9983151,0.0002702031,0.0005503493,0.00019415152,0.00040791728,0.00026228998],"domain_scores_gemma":[0.9990511,0.0003762489,0.0002788093,0.00022622285,0.000025294452,0.00004231738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017381853,0.00016389544,0.00037700386,0.00015049019,0.00021590716,0.000057652367,0.00037081467,0.000045006855,0.00019547057],"category_scores_gemma":[0.00020616075,0.00009802478,0.00022558199,0.0006588602,0.00029670037,0.00027944532,0.00023705109,0.00032503414,0.000016011758],"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":[0.00017141021,0.00048223205,0.89814085,0.00002905548,0.00046135174,0.000035610636,0.032364227,0.0061177826,0.0001556054,0.0002386171,0.024441663,0.037361566],"study_design_scores_gemma":[0.0021125313,0.0002719654,0.9220434,0.000285489,0.0006628784,0.000045897716,0.029797893,0.0030343682,0.000047365935,0.011484779,0.02984261,0.00037083693],"about_ca_topic_score_codex":0.00012739496,"about_ca_topic_score_gemma":0.0006333918,"teacher_disagreement_score":0.03699073,"about_ca_system_score_codex":0.00020555321,"about_ca_system_score_gemma":0.000014652398,"threshold_uncertainty_score":0.39973345},"labels":[],"label_agreement":null}]}