{"id":"W4353085171","doi":"10.1002/spe.3202","title":"Reproducibility as a service","year":2023,"lang":"en","type":"article","venue":"Software Practice and Experience","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reproducibility; Computer science; Mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1891737,0.003702506,0.004228324,0.009216482,0.005356979,0.0231144,0.01208868,0.006599503,0.04464141],"category_scores_gemma":[0.4572986,0.003265524,0.005427651,0.008502326,0.007876527,0.02621342,0.03255042,0.009861964,0.06768964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00490555,"about_ca_system_score_gemma":0.02414752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004392378,"about_ca_topic_score_gemma":0.001669103,"domain_scores_codex":[0.8277891,0.07862364,0.02670486,0.01838946,0.04338074,0.005112238],"domain_scores_gemma":[0.2752139,0.1790722,0.0241445,0.4223608,0.08254308,0.01666547],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002479516,0.0003966846,0.01196345,0.003277499,0.0008083745,0.001584919,0.008049931,0.003811175,0.008965427,0.1165662,0.4983288,0.343768],"study_design_scores_gemma":[0.0003563622,0.0002869867,0.002318753,0.0009259884,0.0001697906,0.0009196861,0.00100422,0.01496896,0.01226933,0.08591469,0.8803852,0.0004799188],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"software","genre_gemma":"methods","genre_scores_codex":[0.00390707,0.001211928,0.430448,0.009826685,0.003473655,0.001813759,0.006194751,0.5173787,0.02574545],"genre_scores_gemma":[0.1369161,0.002699523,0.4800081,0.01385821,0.006255555,0.006640913,0.03788393,0.2727566,0.04298108],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9879113,"threshold_uncertainty_score":0.9998932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1742408647907163,"score_gpt":0.4582500712121293,"score_spread":0.284009206421413,"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."}}