{"id":"W2973723079","doi":"10.1177/2380084419872152","title":"Rigor and Transparency Are Key to Good Science","year":2019,"lang":"en","type":"article","venue":"JDR Clinical & Translational Research","topic":"Health, Environment, Cognitive Aging","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Transparency (behavior); Key (lock); Computer science; Data science; Political science; Computer security","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":["metaresearch"],"category_scores_codex":[0.2802632,0.001367495,0.005316951,0.006483881,0.007773607,0.02779639,0.005806066,0.02724474,0.01060331],"category_scores_gemma":[0.5460962,0.001982219,0.002042261,0.003009076,0.0797265,0.02889472,0.01555934,0.0321648,0.006745044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00680868,"about_ca_system_score_gemma":0.03480011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002937967,"about_ca_topic_score_gemma":0.002459474,"domain_scores_codex":[0.7356774,0.1442727,0.02694231,0.0190865,0.06525131,0.008769942],"domain_scores_gemma":[0.253361,0.4593276,0.03588061,0.1226103,0.1013602,0.02746025],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002707829,0.0002516298,0.00281607,0.001761054,0.0005953382,0.0004083587,0.007519689,0.0008708675,0.0005823214,0.8031443,0.1117059,0.0700737],"study_design_scores_gemma":[0.0001729534,0.00004769387,0.0007724006,0.001114554,0.00008018903,0.0002089755,0.0009420968,0.0004479406,0.0003171483,0.9152271,0.08056837,0.0001007043],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003987662,0.02043937,0.08223036,0.8019469,0.0257334,0.0005022355,0.0004048689,0.0006740615,0.06408107],"genre_scores_gemma":[0.5370188,0.01590829,0.126008,0.2385847,0.04931341,0.002861362,0.0006026264,0.0014925,0.02821027],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7197368,"threshold_uncertainty_score":0.8875636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1747856443687672,"score_gpt":0.4900608569548285,"score_spread":0.3152752125860613,"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."}}