{"id":"W4408824881","doi":"10.5194/oos2025-961","title":"Operationalising Ecologically or Biologically Significant Marine Area Criteria for Ecosystem-Based Conservation and Management: The Bay of Biscay Case","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Bay; Ecosystem; Environmental science; Marine ecosystem; Environmental resource management; Geography; Oceanography; Ecology; Geology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004944351,0.0006440771,0.0003574442,0.002886964,0.002560925,0.005334867,0.001152143,0.001158306,0.001584062],"category_scores_gemma":[0.008601849,0.0002580232,0.0004232768,0.00344204,0.003240942,0.001643175,0.003445925,0.001163139,0.00009134485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01373277,"about_ca_system_score_gemma":0.008349053,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5031443,"about_ca_topic_score_gemma":0.6235136,"domain_scores_codex":[0.9974649,0.001177306,0.0001310088,0.000222374,0.0006089352,0.0003954572],"domain_scores_gemma":[0.9966657,0.001214522,0.0003736635,0.0002188512,0.0008957765,0.0006315758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005109886,0.000636856,0.6475765,0.0004286699,0.0002037232,0.005458249,0.01203451,0.08527449,0.003142205,0.1375569,0.01261335,0.09456368],"study_design_scores_gemma":[0.0002963447,0.0005421592,0.5131111,0.001378845,0.000354004,0.002589292,0.05666431,0.2990928,0.003515781,0.03782762,0.08423445,0.0003934051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603281,0.001311804,0.007304863,0.002648758,0.00006127347,0.000406323,0.0007452868,0.00003410252,0.02715955],"genre_scores_gemma":[0.9761276,0.0006040759,0.02080243,0.0001928784,0.00001817558,0.0001916717,0.0003089484,0.00001416634,0.001740118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5031443,"threshold_uncertainty_score":0.9995635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197570793572496,"score_gpt":0.2791526313329917,"score_spread":0.2371769233972668,"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."}}