{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007961392,0.00007129343,0.0001054081,0.00001039169,0.00007053885,0.00002491791,0.0003899477,0.00002424422,0.000035458],"category_scores_gemma":[0.0003257776,0.00004294482,0.00003118549,0.0001578456,0.0001625093,0.000002102812,0.0003092971,0.00005881959,0.000009378509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001219149,"about_ca_system_score_gemma":0.000155641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003150067,"about_ca_topic_score_gemma":0.00005053528,"domain_scores_codex":[0.9989751,0.00002575339,0.0001475745,0.0005816767,0.00006459421,0.0002053014],"domain_scores_gemma":[0.9990631,0.000003414423,0.000042592,0.0008103357,0.00002561456,0.00005489929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001838258,0.00002503963,0.02050719,0.000009984059,0.000005596827,0.000007759289,0.0001367164,0.000007638434,0.9741699,0.00002604169,0.004675596,0.0002447114],"study_design_scores_gemma":[0.0008921107,0.0001781774,0.0508877,0.000009460593,0.00001116913,0.00002722044,0.0003228219,0.00005249548,0.8648711,0.0001370333,0.08239752,0.0002131127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953705,0.0007140352,0.000006221934,0.003250995,0.00005521976,0.0001473831,0.0000305585,0.000007106643,0.000417984],"genre_scores_gemma":[0.9947184,0.000187181,0.0001652323,0.00452332,0.0003076933,0.000005706862,0.0000210944,0.00000672308,0.00006469166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1092987,"threshold_uncertainty_score":0.1751239,"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."}}