{"id":"W2588010777","doi":"10.1038/542409a","title":"No publication without confirmation","year":2017,"lang":"en","type":"article","venue":"Nature","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Centre for the Replacement, Refinement and Reduction of Animals in Research","keywords":"Rigour; Flexibility (engineering); Computer science; Clinical trial; Engineering ethics; Data science; Epistemology; Medicine; Philosophy; Management; Engineering; Economics; Pathology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008769326,0.001242619,0.003049007,0.002808348,0.004692975,0.01520313,0.004798805,0.0107078,0.6445917],"category_scores_gemma":[0.06322778,0.001713686,0.001668491,0.003464153,0.004730766,0.005583255,0.005416633,0.01026447,0.7344903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003279192,"about_ca_system_score_gemma":0.007694813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001220983,"about_ca_topic_score_gemma":0.003265311,"domain_scores_codex":[0.9899886,0.001966936,0.001066451,0.001507631,0.004381687,0.001088575],"domain_scores_gemma":[0.9517574,0.007298751,0.001824772,0.01532692,0.01853306,0.005259054],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001641411,0.0001096367,0.0001757578,0.0006214119,0.0000385846,0.000328154,0.00006512303,0.00005368622,0.001195157,0.01372852,0.9392899,0.0442299],"study_design_scores_gemma":[0.00003811346,0.0000218552,0.0002209165,0.0002665235,0.00001088798,0.0001496918,0.00004788813,0.00007625444,0.000489758,0.003256002,0.9954035,0.00001856142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.001042086,0.004356191,0.003277512,0.05530872,0.3135321,0.0007187249,0.00580697,0.00187551,0.6140822],"genre_scores_gemma":[0.004116128,0.001339104,0.001217652,0.007601819,0.008540592,0.0002653873,0.002285506,0.0004675223,0.9741663],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9912307,"threshold_uncertainty_score":0.5069468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0918822145595628,"score_gpt":0.4844474917158355,"score_spread":0.3925652771562727,"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."}}