{"id":"W4410206946","doi":"10.1139/facets-2024-0120","title":"Risk equivalent safe operating space as an inclusive framework for living resource management in a multisectoral, multicultural world","year":2025,"lang":"en","type":"article","venue":"FACETS","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Multiculturalism; Space (punctuation); Resource (disambiguation); Business; Risk analysis (engineering); Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003211039,0.0002256682,0.0002091637,0.00006583441,0.0004430132,0.00009896459,0.0003056343,0.00009025107,0.0005931292],"category_scores_gemma":[0.0001336935,0.0002069522,0.00007440087,0.0003111197,0.00009886481,0.0003133879,0.0007673363,0.0002596554,0.0001149138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008426242,"about_ca_system_score_gemma":0.000006456464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434297,"about_ca_topic_score_gemma":0.00133162,"domain_scores_codex":[0.9983496,0.00015885,0.0002669989,0.0004634658,0.0002865605,0.0004745396],"domain_scores_gemma":[0.9993238,0.0001871181,0.0001030759,0.0002538176,0.000003360703,0.0001288426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001467711,0.001771938,0.859603,0.0001176393,0.0002192436,0.00004681018,0.0324981,0.02759636,0.01025369,0.003790247,0.003790061,0.0601661],"study_design_scores_gemma":[0.001432092,0.0002002852,0.9561355,0.0004916646,0.00007257603,9.553403e-7,0.01292443,0.009001611,0.001677133,0.003010008,0.01440609,0.0006476125],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9808849,0.00005072923,0.001620329,0.0004646981,0.0001614456,0.001149883,0.00001957414,0.00004374064,0.01560467],"genre_scores_gemma":[0.9634339,0.00003400394,0.02924828,0.0006676608,0.00004012847,0.0001490478,0.00001272371,0.00001855479,0.006395745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09653249,"threshold_uncertainty_score":0.8439267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01341096030701837,"score_gpt":0.3357811568513891,"score_spread":0.3223701965443707,"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."}}