{"id":"W2037118222","doi":"10.1016/j.fishres.2007.11.001","title":"Ecosystem-based psychology, or, how I learned to stop worrying and love the data","year":2007,"lang":"en","type":"article","venue":"Fisheries Research","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Fisheries management; Fisheries science; Ecosystem; Multidisciplinary approach; Fishery; Ecosystem approach; Environmental resource management; Ecology; Environmental science; Sociology; Social science; Fishing; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00584913,0.0001690631,0.0001912078,0.0001238265,0.0004985541,0.0004387052,0.001906471,0.0001277413,0.01475766],"category_scores_gemma":[0.001424938,0.0001099197,0.00002576285,0.001231115,0.0008381342,0.0004014391,0.003285644,0.0007938151,0.0006991805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001362653,"about_ca_system_score_gemma":0.00005873282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007966855,"about_ca_topic_score_gemma":0.008335666,"domain_scores_codex":[0.9962662,0.0004173086,0.0002197486,0.0007966189,0.001201875,0.001098247],"domain_scores_gemma":[0.9969211,0.0008823163,0.00003463118,0.00175688,0.00005512199,0.0003499324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001460383,0.0001291613,0.2682233,0.00008806459,0.00002859701,0.0002066483,0.00145057,0.000009013739,0.001290041,0.00006730659,0.4327297,0.2943173],"study_design_scores_gemma":[0.0003133517,0.0003192977,0.04504128,0.000007955257,0.000002362604,0.00001507224,0.001552702,0.000736953,0.0001230855,0.00006950001,0.9516634,0.0001550424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2710324,0.00005069796,0.002364934,0.1070721,0.0002429919,0.001801498,0.00008524304,0.00008145104,0.6172687],"genre_scores_gemma":[0.893498,0.0002276299,0.003222135,0.002651217,0.0003675841,0.0000776329,0.00007348592,0.00009011866,0.09979222],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6224656,"threshold_uncertainty_score":0.986143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2480148265224896,"score_gpt":0.4302756318645703,"score_spread":0.1822608053420807,"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."}}