{"id":"W4396867524","doi":"10.1007/978-3-031-56716-2_8","title":"Policy with Purpose: The Contribution of a Legal Perspective to Define and Secure a Small-Scale Fisheries Regime in Canada","year":2024,"lang":"en","type":"book-chapter","venue":"MARE publication series","topic":"International Maritime Law Issues","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Scale (ratio); Fishery; Political science; Environmental resource management; Law and economics; Geography; Sociology; Economics; Computer science; Cartography; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001075016,0.0001844959,0.0001974526,0.00008044195,0.0000598054,0.0001139013,0.0002237821,0.00007130965,0.0006273942],"category_scores_gemma":[0.00009056149,0.0001372947,0.00002336188,0.0001541923,0.0002470797,0.0002453664,0.000228788,0.0001792897,0.00002265508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001269786,"about_ca_system_score_gemma":0.000321221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7303717,"about_ca_topic_score_gemma":0.9786494,"domain_scores_codex":[0.9989609,0.00001614079,0.0002161166,0.0003214073,0.0003350329,0.0001504391],"domain_scores_gemma":[0.9993709,0.00004605299,0.0001218196,0.0002366655,0.0001691935,0.0000554069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009488376,0.000006199404,0.002280433,0.00001650427,0.00002982886,0.000005722652,0.0007642176,0.00001058164,0.00002055806,0.9918466,0.004414913,0.000509614],"study_design_scores_gemma":[0.0001406204,0.0001362137,0.01629765,0.0001255839,0.00002578432,0.00006542887,0.0007456325,0.00001577773,0.0001631339,0.04021792,0.9418068,0.0002594567],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009669363,0.0002847908,0.00002172328,0.1444876,0.00006233886,0.0009181408,0.0004232967,0.00003798593,0.8440948],"genre_scores_gemma":[0.5517635,0.00004557861,0.0002288081,0.0008226669,0.00007916421,0.0001612594,0.0001530571,0.00003792472,0.446708],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9516286,"threshold_uncertainty_score":0.6869527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004197022606857102,"score_gpt":0.1892285299642075,"score_spread":0.1850315073573504,"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."}}