{"id":"W4416663035","doi":"10.1079/9781836990888.0004","title":"Enabling Frameworks","year":2025,"lang":"en","type":"book-chapter","venue":"CABI eBooks","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Corporate governance; Fisheries management; International waters; Identification (biology); Global governance; Transparency (behavior)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00625832,0.001256695,0.0005522875,0.002958907,0.004757692,0.01410868,0.002931739,0.004599901,0.05759797],"category_scores_gemma":[0.008203546,0.0005981022,0.0009070889,0.003357473,0.007484908,0.01221571,0.008317171,0.004533239,0.01775675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007865491,"about_ca_system_score_gemma":0.01136743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008417271,"about_ca_topic_score_gemma":0.0102058,"domain_scores_codex":[0.9948954,0.001562713,0.0003669327,0.000681554,0.001763107,0.0007302152],"domain_scores_gemma":[0.9971283,0.00107545,0.0001707028,0.0005648132,0.0007656195,0.0002950701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000120905,0.000004888819,0.00001914934,0.00003384447,7.639562e-7,0.00003199634,0.0003660877,0.0001007133,0.00002735124,0.9823409,0.01021615,0.006856863],"study_design_scores_gemma":[0.000002152903,0.000003463578,0.00004163373,0.0002470044,0.000002254954,0.00008243053,0.0004323683,0.00007980767,0.00007012521,0.1589848,0.8400466,0.000007348193],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006228003,0.001954917,0.01442078,0.005074379,0.0004742467,0.0001426192,0.0002295412,0.0002017626,0.9768789],"genre_scores_gemma":[0.1036545,0.01749603,0.06556801,0.008668891,0.001021003,0.001334011,0.001878096,0.0007848614,0.7995947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05759797,"threshold_uncertainty_score":0.1926844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00749422452064451,"score_gpt":0.1947588112867819,"score_spread":0.1872645867661374,"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."}}