{"id":"W3025385188","doi":"10.1016/s2666-5247(20)30028-8","title":"Reproducibility in science: important or incremental?","year":2020,"lang":"en","type":"article","venue":"The Lancet Microbe","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Reproducibility; Declaration; Publication; Medicine; Political science; Statistics; Law; Mathematics","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5880392,0.002415859,0.005811741,0.0131995,0.01073523,0.05121254,0.008940742,0.02694469,0.008148799],"category_scores_gemma":[0.8594372,0.003476448,0.00455391,0.01088737,0.06148922,0.05937523,0.02887303,0.05400086,0.00412258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0242885,"about_ca_system_score_gemma":0.04250845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003272813,"about_ca_topic_score_gemma":0.003168507,"domain_scores_codex":[0.2811297,0.3859416,0.09708123,0.03533315,0.1900808,0.01043375],"domain_scores_gemma":[0.05365239,0.7412504,0.03941687,0.05939995,0.09522087,0.01105957],"domain_codex":"methods","domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007486024,0.0001249912,0.006744178,0.02204233,0.001704513,0.0009902637,0.01889017,0.0007272142,0.0007129522,0.1475323,0.548357,0.2514254],"study_design_scores_gemma":[0.0001932171,0.0003393405,0.003401705,0.0203157,0.0004818114,0.001242287,0.005503992,0.001402974,0.001062419,0.2442651,0.7212964,0.0004950142],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007696166,0.04930081,0.008653478,0.8730557,0.0646242,0.0001457117,0.0001948477,0.0003531171,0.00290251],"genre_scores_gemma":[0.08932349,0.04762516,0.02862442,0.6638339,0.1636002,0.001197719,0.0005714664,0.001378071,0.003845613],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4119608,"threshold_uncertainty_score":0.5080211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03298986818427656,"score_gpt":0.2873801257681905,"score_spread":0.2543902575839139,"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."}}