{"id":"W2094224004","doi":"10.1016/j.cosust.2012.05.010","title":"Social–ecological dynamism, knowledge, and sustainable coastal marine fisheries","year":2012,"lang":"en","type":"article","venue":"Current Opinion in Environmental Sustainability","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland; Vancouver Island University; Fisheries and Oceans Canada; University of Victoria","funders":"","keywords":"Dynamism; Corporate governance; Sustainability; Interactivity; Environmental resource management; Social system; Ecology; Business; Knowledge management; Environmental planning; Geography; Computer science; Sociology; Environmental science; Biology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006785854,0.0002891316,0.0003084861,0.00004364763,0.0004180972,0.00002859631,0.000158466,0.00009541232,0.001429786],"category_scores_gemma":[0.00009912752,0.0002621714,0.00007687073,0.0001940067,0.0006921973,0.0005450608,0.003230497,0.0002677714,0.00005891566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001494504,"about_ca_system_score_gemma":0.00001399338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002979139,"about_ca_topic_score_gemma":0.0001046194,"domain_scores_codex":[0.9977614,0.0001966639,0.0003789261,0.0004692573,0.0002243788,0.0009693686],"domain_scores_gemma":[0.9994391,0.00008239088,0.00008886027,0.000190139,0.000007136488,0.0001924027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003800216,0.001225621,0.9635697,0.0002780523,0.00000512097,0.000001072802,0.001042884,0.000003015756,0.000007700361,0.0007948056,0.002917997,0.03011601],"study_design_scores_gemma":[0.00040208,0.00006743017,0.816829,0.000004462452,0.000005574431,0.000005089299,0.003617985,0.00007208852,0.000003787912,0.002629056,0.1761115,0.0002518905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930839,0.0007760269,0.00002871377,0.0005414521,0.0006369229,0.0008078645,0.00001115521,0.00005189021,0.004062056],"genre_scores_gemma":[0.9979149,0.0002993571,0.0000244257,0.000009416514,0.0001702434,0.0002052167,0.00004620729,0.00001522635,0.001315051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1731935,"threshold_uncertainty_score":0.9999831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741299527485589,"score_gpt":0.28059192399105,"score_spread":0.2631789287161941,"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."}}