{"id":"W4405120497","doi":"10.1007/s10113-024-02328-y","title":"Examining the presence and effects of coherence and fragmentation in the Gulf of Maine fishery management network","year":2024,"lang":"en","type":"article","venue":"Regional Environmental Change","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Operationalization; Interdependence; Legitimacy; Stakeholder; Perception; Risk perception; Coherence (philosophical gambling strategy); Business; Environmental resource management; Stakeholder engagement; Knowledge management; Public relations; Political science; Psychology; Economics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003593508,0.000222802,0.0001895494,0.001785069,0.0008405705,0.001122568,0.0004682582,0.000382762,0.002166588],"category_scores_gemma":[0.02817707,0.0001532961,0.0002209665,0.001816423,0.00130335,0.001742593,0.002900473,0.0004794944,0.0001116539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001357777,"about_ca_system_score_gemma":0.000854699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02074134,"about_ca_topic_score_gemma":0.03359005,"domain_scores_codex":[0.9969085,0.001798481,0.0001499969,0.0004060069,0.0004843658,0.0002526457],"domain_scores_gemma":[0.9588009,0.02579033,0.009336236,0.001459522,0.002016231,0.002596931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008334102,0.00004236095,0.9862208,0.00002617792,0.00007527748,0.00006620478,0.003667266,0.001001798,0.0003819307,0.0007974781,0.0001298629,0.007507352],"study_design_scores_gemma":[0.000003595259,0.00006049834,0.9943037,0.00002065922,0.00002456262,0.0000332643,0.003006538,0.001791783,0.00009893,0.0003614778,0.0002909059,0.000004150991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985986,0.00005374668,0.0003267347,0.00009288204,0.0000013084,0.000005048765,0.00005097079,0.000002216874,0.0008684475],"genre_scores_gemma":[0.9995037,0.00003230173,0.000270007,0.000007174743,0.000002254883,0.000007042463,0.00007319941,0.000001310265,0.0001030377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02074134,"threshold_uncertainty_score":0.04124123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03293838991726417,"score_gpt":0.235274603428527,"score_spread":0.2023362135112629,"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."}}