{"id":"W6906482449","doi":"10.17895/ices.pub.25672752","title":"'When is enough, enough?' Methods for optimising, evaluating, and prioritising of marine data collection (co-sponsored by PICES)","year":2016,"lang":"en","type":"other","venue":"International Council for the Exploration of the Sea (ICES)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demersal zone; Stock assessment; Marine fisheries; Sampling (signal processing); Data collection; Marine protected area; Fisheries management; North sea; Fisheries science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2181771,0.002119595,0.00352876,0.006890408,0.002809165,0.01575445,0.004364559,0.003549366,0.02303347],"category_scores_gemma":[0.4074649,0.002522855,0.003161789,0.008783957,0.005868823,0.01291791,0.0104679,0.006433767,0.008333354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004832693,"about_ca_system_score_gemma":0.01532149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121374,"about_ca_topic_score_gemma":0.01364565,"domain_scores_codex":[0.8234163,0.1365319,0.008148568,0.011778,0.01888602,0.001239202],"domain_scores_gemma":[0.5974961,0.2820594,0.02823086,0.04239745,0.04584062,0.003975584],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000304419,0.0001069191,0.01033839,0.003645422,0.0007589316,0.00008965844,0.002792815,0.003869671,0.001092296,0.04586396,0.1157824,0.8153552],"study_design_scores_gemma":[0.0004199224,0.0004956065,0.02196653,0.01741019,0.0007891188,0.0005450201,0.005711698,0.05041121,0.00429973,0.4625113,0.4346906,0.0007489139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002470083,0.01209745,0.9506291,0.01883295,0.001911525,0.00167066,0.002198293,0.00200818,0.00818181],"genre_scores_gemma":[0.01651142,0.002370656,0.9726754,0.00188713,0.0002660248,0.001696154,0.0008645726,0.0006988411,0.003029799],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7818229,"threshold_uncertainty_score":0.9641268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3310317270408111,"score_gpt":0.4426309736136497,"score_spread":0.1115992465728385,"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."}}