{"id":"W2148987883","doi":"10.1111/j.1467-2979.2012.00477.x","title":"Voluntary institutions and behaviours as alternatives to formal regulations in recreational fisheries management","year":2012,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Business; Enforcement; Stewardship (theology); Fisheries management; Recreation; Fish stock; Stakeholder; Fishing; Environmental stewardship; Environmental resource management; Stock (firearms); Turnover; Fishery; Environmental planning; Economics; Public relations; Ecology; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0001231804,0.0001089246,0.0001012509,0.00005735337,0.0003571454,0.00003292189,0.00006695995,0.00003729014,0.0007494645],"category_scores_gemma":[0.00002297621,0.0001089485,0.00001342601,0.0001286128,0.0003181469,0.001064003,0.0003678061,0.00005990584,0.00002270023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004424496,"about_ca_system_score_gemma":0.000002720066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004113328,"about_ca_topic_score_gemma":0.00858572,"domain_scores_codex":[0.9992999,0.00002026455,0.0001306612,0.0001776702,0.0001012849,0.0002701989],"domain_scores_gemma":[0.9997734,0.00002459593,0.00002689693,0.00008522966,0.000004089355,0.00008577009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002136327,0.00005470008,0.945048,0.00000852181,0.00001644813,0.000004416245,0.001684538,0.00001130905,0.000001308193,0.004258985,0.04504691,0.003843518],"study_design_scores_gemma":[0.0001747491,0.00004547647,0.9120364,0.00001079212,0.00001753309,0.000005520276,0.0008475848,0.00001191852,0.000006969905,0.0006010513,0.08612324,0.0001188252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9056895,0.00003587351,0.0001239984,0.005318474,0.0001181054,0.00027256,0.00002071772,0.00002758587,0.08839323],"genre_scores_gemma":[0.990939,0.0003150708,0.002028862,0.002572989,0.00003516273,0.0001532262,0.00003942211,0.000006359605,0.003909879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08524957,"threshold_uncertainty_score":0.8206111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01847555304252404,"score_gpt":0.2414436814778235,"score_spread":0.2229681284352995,"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."}}