{"id":"W6968534213","doi":"10.5281/zenodo.2572864","title":"Reproducibility on a Platter","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Replicate; Reproducibility; Code (set theory); Data sharing; Key (lock); Overhead (engineering); Work (physics); Pipeline (software)","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":[],"category_scores_codex":[0.1366364,0.002582964,0.002851361,0.007708169,0.009348155,0.02422693,0.007532815,0.005140523,0.04771407],"category_scores_gemma":[0.3328362,0.003188126,0.005632326,0.006230314,0.01869191,0.02821163,0.0249726,0.01007458,0.02879292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0064015,"about_ca_system_score_gemma":0.02238894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006892824,"about_ca_topic_score_gemma":0.004651775,"domain_scores_codex":[0.8579991,0.05681059,0.01237114,0.01985577,0.04862864,0.004334715],"domain_scores_gemma":[0.5745133,0.137761,0.01332285,0.1890343,0.07585914,0.00950944],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005641593,0.0001176938,0.003182309,0.0009999467,0.0002890642,0.0003983976,0.005494247,0.002922219,0.004381089,0.4547443,0.3148488,0.2120578],"study_design_scores_gemma":[0.0001004809,0.0001260251,0.0008233844,0.0007551154,0.0001118717,0.0002579837,0.0006821012,0.004274807,0.004669658,0.2562346,0.7317554,0.0002085175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.0057177,0.003618629,0.7708372,0.06016708,0.020816,0.001130092,0.005814019,0.05003048,0.08186865],"genre_scores_gemma":[0.1055233,0.004079896,0.7255045,0.01949842,0.007882909,0.003951422,0.01219159,0.05369853,0.06766941],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8633636,"threshold_uncertainty_score":0.7226108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1569903127707832,"score_gpt":0.3436745268458481,"score_spread":0.1866842140750649,"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."}}