{"id":"W3088700980","doi":"10.1002/aqc.3404","title":"Freshwater turtle bycatch research supports science‐based fisheries management","year":2020,"lang":"en","type":"article","venue":"Aquatic Conservation Marine and Freshwater Ecosystems","topic":"Turtle Biology and Conservation","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Carleton University; Fisheries and Oceans Canada; Ministry of Natural Resources and Forestry; University of Windsor","funders":"","keywords":"Bycatch; Turtle (robot); Fishery; Resource (disambiguation); Sea turtle; Population; Business; Geography; Fishing; Biology; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.1052327,0.0007460319,0.00111461,0.01083825,0.004084253,0.01386645,0.003010374,0.004523645,0.01297541],"category_scores_gemma":[0.1366844,0.0004908876,0.001174167,0.00718363,0.01263043,0.007592162,0.007773048,0.004790254,0.002350069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01752349,"about_ca_system_score_gemma":0.06730188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08979825,"about_ca_topic_score_gemma":0.1515258,"domain_scores_codex":[0.9739226,0.01038114,0.003122414,0.002291587,0.009167085,0.001115307],"domain_scores_gemma":[0.5947303,0.141653,0.02707923,0.02567975,0.1914197,0.01943799],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003219384,0.0004441559,0.06952219,0.02024097,0.0009416497,0.0006653192,0.01151115,0.0007719712,0.004164287,0.08358753,0.2503134,0.5575155],"study_design_scores_gemma":[0.0001756413,0.0005184349,0.08165268,0.02993616,0.0006066391,0.0002273934,0.01044982,0.0006354638,0.002328405,0.08360754,0.7897032,0.0001586491],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.017305,0.1500599,0.01195924,0.6278275,0.01463043,0.0008021967,0.003415627,0.000527387,0.1734726],"genre_scores_gemma":[0.5156425,0.2492581,0.05396001,0.1260045,0.02439811,0.0012347,0.004217491,0.0004207004,0.02486389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1052327,"threshold_uncertainty_score":0.5565305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04310429686814692,"score_gpt":0.2630467595326845,"score_spread":0.2199424626645376,"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."}}