{"id":"W4318571169","doi":"10.1111/faf.12726","title":"Method evaluation and risk assessment: A framework for evaluating management strategies for data‐limited fisheries","year":2023,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Blue-O Technology (Canada); Fisheries and Oceans Canada","funders":"David and Lucile Packard Foundation","keywords":"Stakeholder; Fisheries management; Computer science; Pagrus; Certification; Data collection; Stock assessment; Adaptive management; Business; Process management; Fishery; Environmental resource management; Fish <Actinopterygii>; Fishing; Environmental science; Economics","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3327543,0.006559559,0.004336838,0.02461666,0.003212333,0.01678791,0.01009659,0.008286287,0.007595083],"category_scores_gemma":[0.3486101,0.00269031,0.008479809,0.007558135,0.01430587,0.01205195,0.01641286,0.009627176,0.001935391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01155665,"about_ca_system_score_gemma":0.02322053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009694993,"about_ca_topic_score_gemma":0.007587898,"domain_scores_codex":[0.662715,0.2771937,0.02623758,0.007950861,0.02384405,0.002058714],"domain_scores_gemma":[0.4860387,0.4363739,0.01876958,0.01907701,0.03642852,0.003312201],"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":[0.0001744479,0.0003000943,0.003054214,0.005721412,0.0008311901,0.0004691687,0.004415674,0.08759928,0.001069839,0.7175897,0.01022751,0.1685475],"study_design_scores_gemma":[0.0001769458,0.0002854028,0.0008325263,0.009190946,0.0003775193,0.0002879883,0.001109476,0.2033042,0.002000279,0.7097291,0.07245146,0.0002541871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000767239,0.001237088,0.9892197,0.003469935,0.00008354153,0.0009711929,0.0003069948,0.0007894282,0.003154826],"genre_scores_gemma":[0.01584322,0.0005764733,0.9802908,0.0003160611,0.00008736855,0.002178286,0.0002363049,0.0001300369,0.0003414731],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3327543,"threshold_uncertainty_score":0.8228327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1271488351337202,"score_gpt":0.4217008581389768,"score_spread":0.2945520230052566,"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."}}