{"id":"W2898187698","doi":"10.1111/conl.12613","title":"Diverse knowledge systems reveal social–ecological dynamics that inform species conservation status","year":2018,"lang":"en","type":"article","venue":"Conservation Letters","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University; Pacific Insight Electronics (Canada); Simon Fraser University","funders":"Fisheries and Oceans Canada; Simon Fraser University; Hakai Institute; Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; Pew Charitable Trusts","keywords":"Ecology; Geography; Endangered species; Traditional knowledge; Population; Neglect; Environmental resource management; Habitat; Biology; Sociology; Indigenous; Environmental science; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003426086,0.0001412524,0.000156482,0.00005203653,0.0004304187,0.00013422,0.0002255646,0.0001020871,0.003777029],"category_scores_gemma":[0.0001211886,0.0001321913,0.00004747392,0.0003356049,0.0008253188,0.0004941553,0.0003069988,0.0001592851,0.0006021661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005835456,"about_ca_system_score_gemma":0.00003376949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001676191,"about_ca_topic_score_gemma":0.00176391,"domain_scores_codex":[0.9986174,0.00009520409,0.0002577798,0.0002511293,0.0003768675,0.0004016914],"domain_scores_gemma":[0.9994169,0.0001216753,0.0001226265,0.0001843195,0.00005947724,0.00009504054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003263374,0.00003195893,0.7600463,0.00001661789,0.00001101142,0.000004139808,0.0005554855,0.000003308126,0.000854233,0.001154696,0.234386,0.002903625],"study_design_scores_gemma":[0.0002807643,0.00005381574,0.6348895,0.00000330745,0.000006503899,0.000002182551,0.0008011639,0.006752172,0.00003274466,0.0000289235,0.3569964,0.0001524258],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8533769,0.000002071791,0.001031154,0.01051741,0.0003677733,0.0003371268,0.00002191826,0.00007818904,0.1342674],"genre_scores_gemma":[0.9768423,0.00001674649,0.0003219028,0.00969178,0.000273264,0.00005261808,0.0001753813,0.00001660296,0.01260935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1251568,"threshold_uncertainty_score":0.9971337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05185339447546001,"score_gpt":0.2677132219199521,"score_spread":0.2158598274444921,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}