{"id":"W6912134212","doi":"10.5281/zenodo.2572865","title":"Reproducibility on a Platter","year":2019,"lang":"en","type":"article","venue":"Figshare","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":[0.1361557,0.002460037,0.002858921,0.007460421,0.009540284,0.02625115,0.007807618,0.005380981,0.05924747],"category_scores_gemma":[0.3342706,0.003272998,0.005717042,0.006786318,0.01897487,0.02905435,0.02388708,0.01084017,0.03570658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006643825,"about_ca_system_score_gemma":0.02181914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007097285,"about_ca_topic_score_gemma":0.00526773,"domain_scores_codex":[0.8743255,0.05237789,0.01072425,0.01806193,0.04036374,0.004146733],"domain_scores_gemma":[0.5888244,0.1332362,0.01241533,0.1841177,0.07123117,0.01017516],"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":[0.0005806106,0.0000990289,0.002867573,0.0009055088,0.000265436,0.0003725412,0.004792687,0.00230581,0.003345327,0.3767324,0.4190338,0.1886993],"study_design_scores_gemma":[0.00009225621,0.00009695856,0.0007329423,0.0006899718,0.00009430585,0.0002288949,0.0006086002,0.002850048,0.003237153,0.1998059,0.7913816,0.0001813191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.005854864,0.004189014,0.7013721,0.0881295,0.02730112,0.001198633,0.008485169,0.06520447,0.09826518],"genre_scores_gemma":[0.112787,0.004792936,0.6877282,0.02983328,0.009094381,0.004226046,0.01425125,0.06245063,0.07483625],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8638443,"threshold_uncertainty_score":0.7200688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.304006051806794,"score_gpt":0.4115890134728712,"score_spread":0.1075829616660772,"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."}}