{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"bbb77bc2cd13","filters":{"venue":"Cambridge Prisms Coastal Futures"}},"results":[{"id":"W4318198020","doi":"10.1017/cft.2023.4","title":"Blue justice: A review of emerging scholarship and resistance movements","year":2023,"lang":"en","type":"review","venue":"Cambridge Prisms Coastal Futures","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo; University of Victoria; Brock University","funders":"Fondation pour la Recherche sur la Biodiversite","keywords":"Scholarship; Grassroots; Injustice; Economic Justice; Environmental justice; Oppression; Context (archaeology); Environmental ethics; Political science; Resistance (ecology); Sociology; Criminology; Law; Politics; Geography; Biology; Ecology","authors":[{"name":"Jessica Blythe","is_ca":true},{"name":"David Gill","is_ca":false},{"name":"Joachim Claudet","is_ca":false},{"name":"Nathan Bennett","is_ca":false},{"name":"Georgina G. Gurney","is_ca":false},{"name":"Jacopo A. Baggio","is_ca":false},{"name":"Natalie C. Ban","is_ca":true},{"name":"Miranda Bernard","is_ca":false},{"name":"Victor Brun","is_ca":false},{"name":"Emily S. Darling","is_ca":false},{"name":"Antonio Franco","is_ca":false},{"name":"Graham Epstein","is_ca":true},{"name":"Phil Franks","is_ca":false},{"name":"Rebecca Horan","is_ca":false},{"name":"Stacy D. Jupiter","is_ca":false},{"name":"Jacqueline Lau","is_ca":false},{"name":"Natali Lazzari","is_ca":false},{"name":"Shauna L. Mahajan","is_ca":false},{"name":"Sangeeta Mangubhai","is_ca":false},{"name":"Josheena Naggea","is_ca":false},{"name":"Rachel A. Turner","is_ca":false},{"name":"Noelia Zafra‐Calvo","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03177433752423955,"gpt":0.3093416871483183,"spread":0.2775673496240788,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00376061,0.0008924748,0.001884548,0.00885032,0.001151957,0.003852462,0.001321928,0.002684393,0.005388203],"category_scores_gemma":[0.008471237,0.0005204072,0.0009443392,0.01222181,0.002167826,0.003989377,0.001985725,0.002744137,0.001036009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002643028,"about_ca_system_score_gemma":0.007998399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005618694,"about_ca_topic_score_gemma":0.01057618,"domain_scores_codex":[0.9984081,0.0005305651,0.0002281833,0.0002628233,0.0004394034,0.0001309144],"domain_scores_gemma":[0.9924105,0.005684497,0.0006233312,0.0001140287,0.0009572143,0.0002104061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006150766,0.00009109493,0.000536968,0.1011112,0.0001790792,0.0002044475,0.001529962,0.000352611,0.0003339173,0.02856095,0.04932288,0.8177154],"study_design_scores_gemma":[0.00001034869,0.00006920906,0.00234195,0.1155495,0.0001818606,0.0005062335,0.001682586,0.00008299846,0.0001247179,0.006452348,0.8729628,0.00003536944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007726073,0.9986639,0.0000310818,0.0005937029,0.0001479998,0.000002164627,0.00000725294,0.000001751239,0.0004749091],"genre_scores_gemma":[0.001150467,0.9981744,0.00005743951,0.0003527903,0.0001271137,0.000004830822,0.00001083795,0.000001317236,0.0001207239],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00885032,"threshold_uncertainty_score":0.01988822,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4309007273","doi":"10.1017/cft.2022.5","title":"Impacts of tourism on coastal areas","year":2022,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Cruise Tourism Development and Management","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Brock University","funders":"Australian Research Council","keywords":"Tourism; Coastal management; Livelihood; Context (archaeology); Geography; Sustainable tourism; Environmental resource management; Integrated coastal zone management; Tourism geography; Panacea (medicine); Environmental planning; Economic impact analysis; Ecotourism; Business; Agriculture; Economics; Coastal zone; Ecology","authors":[{"name":"Timothy F. Smith","is_ca":true},{"name":"Carmen E. Elrick‐Barr","is_ca":false},{"name":"Dana C. Thomsen","is_ca":true},{"name":"Louis Celliers","is_ca":false},{"name":"Martin Le Tissier","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01317541494484292,"gpt":0.2643166476407139,"spread":0.251141232695871,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001071361,0.0003943103,0.0003811973,0.003739303,0.000517634,0.003860595,0.0003728651,0.0004660009,0.01598707],"category_scores_gemma":[0.003748222,0.0001113722,0.0008501869,0.006230506,0.0004765184,0.0009337194,0.001974365,0.0006087564,0.001105113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322496,"about_ca_system_score_gemma":0.002166944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009396065,"about_ca_topic_score_gemma":0.01649749,"domain_scores_codex":[0.9989315,0.0003964898,0.0001014089,0.00005858698,0.0004174047,0.00009462572],"domain_scores_gemma":[0.9970359,0.001273298,0.0005298962,0.00006298417,0.0008693028,0.0002287292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005085954,0.0002128017,0.06308201,0.132478,0.002227877,0.006091631,0.006656718,0.006421423,0.003471488,0.01745887,0.1160635,0.6453271],"study_design_scores_gemma":[0.00005866662,0.0004786626,0.2005163,0.074497,0.001945418,0.003329253,0.03524242,0.001202445,0.001698031,0.01115745,0.6697519,0.0001225775],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1804258,0.5202342,0.001301277,0.01683662,0.003484745,0.0002743676,0.009785696,0.00009977141,0.2675576],"genre_scores_gemma":[0.5822302,0.3935182,0.001082764,0.002575389,0.0006617939,0.00009780954,0.002357122,0.00003741684,0.01743939],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01598707,"threshold_uncertainty_score":0.05348206,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4311238576","doi":"10.1017/cft.2022.7","title":"The unique value proposition for using drones to map coastal ecosystems","year":2022,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McMaster University","funders":"","keywords":"Drone; Context (archaeology); Environmental resource management; Grassroots; Sustainability; Value proposition; Ecosystem; Geography; Environmental planning; Business; Ecology; Environmental science; Politics; Political science","authors":[{"name":"Karen E. Joyce","is_ca":false},{"name":"Kate C. Fickas","is_ca":false},{"name":"Michelle Kalamandeen","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.009716293709064051,"gpt":0.2178882322510662,"spread":0.2081719385420022,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001061607,0.000574781,0.000206246,0.0009405844,0.0006222738,0.003774883,0.0007668312,0.001204864,0.004470001],"category_scores_gemma":[0.003702032,0.0002432129,0.0003433008,0.001240574,0.001156543,0.005857769,0.002355794,0.001536535,0.0009514214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005757193,"about_ca_system_score_gemma":0.0005384953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004648893,"about_ca_topic_score_gemma":0.006865276,"domain_scores_codex":[0.9993963,0.000261627,0.00002497075,0.0000778303,0.0001916433,0.00004753521],"domain_scores_gemma":[0.99735,0.0009601216,0.0001707618,0.0005773954,0.0007583917,0.0001833744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002207403,0.0001045609,0.03168178,0.0007185191,0.0001646051,0.0009665856,0.001356653,0.04513283,0.01606818,0.201442,0.03993827,0.6622053],"study_design_scores_gemma":[0.00004708578,0.0003497128,0.019561,0.001868098,0.0002081324,0.001738165,0.008749461,0.1468421,0.0184061,0.2509483,0.551017,0.0002648468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.1919252,0.01803693,0.4852698,0.08842669,0.00270136,0.0003157194,0.003069569,0.002053194,0.2082015],"genre_scores_gemma":[0.7961551,0.01071123,0.1759112,0.002245877,0.0005808571,0.0001040048,0.0007755889,0.0001229331,0.01339329],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004648893,"threshold_uncertainty_score":0.01495361,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4409401196","doi":"10.1017/cft.2025.7","title":"Monitoring climate change impacts, Indigenous livelihoods and adaptation: Perspectives from Inuit community of Hopedale, Nunatsiavut, Canada","year":2025,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Indigenous Studies and Ecology","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"Geoscience BC; Queen's University; Nunavut Research Institute; Government of Nunavut","funders":"Natural Environment Research Council; University of Cambridge","keywords":"Livelihood; Indigenous; Climate change adaptation; Climate change; Adaptation (eye); Geography; Environmental resource management; Environmental planning; Political science; Environmental protection; Environmental science; Oceanography; Ecology; Archaeology; Agriculture; Geology; Psychology","authors":[{"name":"Ishfaq Hussain Malik","is_ca":false},{"name":"James D. Ford","is_ca":false},{"name":"Ian Winters","is_ca":true},{"name":"Nicholas Flowers","is_ca":true},{"name":"Duncan J. Quincey","is_ca":false},{"name":"Kevin M. Flowers","is_ca":true},{"name":"Marjorie Flowers","is_ca":true},{"name":"Dean Coombs","is_ca":true},{"name":"Christine Foltz-Vincent","is_ca":true},{"name":"Nicholas E. Barrand","is_ca":false},{"name":"Robert G. Way","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03570349416962835,"gpt":0.3298007654950703,"spread":0.2940972713254419,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001708041,0.0003388127,0.0004028019,0.0009315813,0.02529672,0.003702617,0.001699784,0.0008602676,0.002591633],"category_scores_gemma":[0.002229601,0.0002622781,0.0002318924,0.001822862,0.005948466,0.001074479,0.004696517,0.001747971,0.0001201049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03353484,"about_ca_system_score_gemma":0.0582976,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9833416,"about_ca_topic_score_gemma":0.9950643,"domain_scores_codex":[0.9983064,0.0005476272,0.00003056305,0.0001470735,0.0002357688,0.000732607],"domain_scores_gemma":[0.9980981,0.0004641082,0.0001237811,0.0000498418,0.0005120244,0.0007522899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001930295,0.0000531864,0.03393865,0.00008786593,0.00001008686,0.001216653,0.9529158,0.00006068826,0.0008919759,0.001014063,0.001261349,0.008530241],"study_design_scores_gemma":[0.00000103277,0.00001742628,0.02131447,0.00006402036,0.000005624443,0.0001041532,0.9723383,0.00006348975,0.00009262237,0.0001368404,0.00584934,0.00001267164],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867551,0.0006509,0.0002926221,0.003956194,0.00002868098,0.00006735799,0.0001398305,0.000005866802,0.00810359],"genre_scores_gemma":[0.9949916,0.0006698311,0.0004559569,0.0007395506,0.00000633696,0.00004120577,0.00005444346,0.000007338681,0.003033765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03353484,"threshold_uncertainty_score":0.2433134,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4376139985","doi":"10.1017/cft.2023.16","title":"Benefits of genetic data for spatial conservation planning in coastal habitats","year":2023,"lang":"en","type":"article","venue":"Cambridge Prisms Coastal Futures","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Toronto; Université Laval","funders":"Agence Nationale de la Recherche","keywords":"Biodiversity; Biological dispersal; Environmental resource management; Habitat; Aquatic biodiversity research; Marine spatial planning; Geography; Environmental planning; Measurement of biodiversity; Ecology; Biodiversity conservation; Environmental science; Biology; Population","authors":[{"name":"Marco Andrello","is_ca":false},{"name":"Stéphanie Manel","is_ca":false},{"name":"Maurine Vilcot","is_ca":false},{"name":"Amanda Xuereb","is_ca":true},{"name":"Cassidy C. D’Aloia","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03848045232213668,"gpt":0.2555323253918798,"spread":0.2170518730697431,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01403998,0.0005170341,0.0006548099,0.006645899,0.0006398259,0.002685206,0.001353057,0.001085696,0.002572545],"category_scores_gemma":[0.03880556,0.0003333649,0.0005465017,0.01070458,0.003485421,0.005014441,0.001984259,0.001949666,0.0004560917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001468049,"about_ca_system_score_gemma":0.003499702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007839026,"about_ca_topic_score_gemma":0.01431892,"domain_scores_codex":[0.9953076,0.003135913,0.0003156622,0.0004690317,0.0007250652,0.00004679081],"domain_scores_gemma":[0.9547977,0.03237033,0.00284349,0.004077254,0.005228203,0.000683032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00007200476,0.00004535704,0.02200868,0.002967032,0.0002179656,0.0003916889,0.001673935,0.01630361,0.001174484,0.1172548,0.007440052,0.8304504],"study_design_scores_gemma":[0.00007850328,0.0002445597,0.05851772,0.008296325,0.0004656032,0.0009237011,0.007469734,0.01344514,0.001922881,0.4916665,0.4167286,0.000240644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06104454,0.1392136,0.6035885,0.09526693,0.002252156,0.0005070738,0.006042098,0.000542114,0.09154306],"genre_scores_gemma":[0.3256373,0.08345146,0.5797194,0.004209683,0.001292533,0.0004181006,0.002176183,0.0001273186,0.00296799],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01403998,"threshold_uncertainty_score":0.07425141,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}