{"id":"W6958775397","doi":"10.6084/m9.figshare.5248273.v1","title":"Science Reproducibility Taxonomy","year":2017,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Code review; Presentation (obstetrics); Code (set theory); Citation; Software; Open science; Set (abstract data type)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03278682,0.001892611,0.001884656,0.01982884,0.01521578,0.0260704,0.004877937,0.008393163,0.07012041],"category_scores_gemma":[0.07448063,0.001412397,0.003125798,0.01892276,0.01146716,0.03647838,0.01763789,0.01315196,0.03209251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01551355,"about_ca_system_score_gemma":0.0215143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106517,"about_ca_topic_score_gemma":0.008602008,"domain_scores_codex":[0.9664652,0.008474398,0.00340755,0.004898615,0.01435519,0.002399073],"domain_scores_gemma":[0.9174864,0.02455086,0.003423975,0.01462369,0.03429683,0.005618131],"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":[0.00002392716,0.00002281961,0.0004456983,0.0006056273,0.00001373375,0.00005443249,0.001720582,0.0002982052,0.0002303227,0.5878522,0.3277343,0.08099816],"study_design_scores_gemma":[0.000004412294,0.000008735508,0.0002281777,0.000481818,0.00000513633,0.00008754637,0.0006014816,0.0002682434,0.00009949684,0.1146275,0.8835647,0.00002296959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002702199,0.03904615,0.1865598,0.1653103,0.02391817,0.001786819,0.006945173,0.009962354,0.5637692],"genre_scores_gemma":[0.126768,0.06689419,0.2695359,0.09158453,0.03052465,0.00589283,0.03968696,0.01516437,0.3539486],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9672132,"threshold_uncertainty_score":0.2345762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2150945322284587,"score_gpt":0.3493645730242858,"score_spread":0.1342700407958271,"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."}}