{"id":"W3183403381","doi":"10.1016/j.marpol.2021.104690","title":"Untimely publications: Delayed Canadian fisheries science advice limits transparency of decision-making","year":2021,"lang":"en","type":"article","venue":"Marine Policy","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Fisheries management; Cornerstone; Fisheries law; Advice (programming); Corporate governance; Business; Science policy; Political science; Public relations; Environmental resource management; Public administration; Fishing; Computer science; Geography; Economics; Finance; Law","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":[],"category_scores_codex":[0.1584228,0.0007952531,0.00112604,0.0100186,0.01393574,0.03910197,0.006756241,0.01907006,0.02434072],"category_scores_gemma":[0.5901759,0.001263849,0.001352234,0.009859795,0.01244805,0.01622087,0.008169641,0.0199854,0.003941996],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06772705,"about_ca_system_score_gemma":0.2325283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6181952,"about_ca_topic_score_gemma":0.7284356,"domain_scores_codex":[0.7980429,0.03831622,0.0149706,0.01010451,0.1244352,0.0141305],"domain_scores_gemma":[0.199367,0.5439495,0.037904,0.02996681,0.1664096,0.02240312],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004379923,0.0001197684,0.01501347,0.0007078363,0.0002255291,0.0005256903,0.007939182,0.00174001,0.001726117,0.2274082,0.6105142,0.133642],"study_design_scores_gemma":[0.0003168856,0.0001026244,0.02498972,0.001848272,0.0004471163,0.0002684609,0.006247713,0.004547262,0.003687983,0.1810279,0.7760161,0.0005000327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01730761,0.003285599,0.007169437,0.7537233,0.006069163,0.0002360169,0.001260482,0.0007464642,0.210202],"genre_scores_gemma":[0.5880877,0.004977602,0.01850555,0.296037,0.006568611,0.0004128677,0.00125281,0.0008909042,0.08326709],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.932273,"threshold_uncertainty_score":0.8378298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01751495699202744,"score_gpt":0.2884730035492541,"score_spread":0.2709580465572267,"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."}}