{"id":"W4394730096","doi":"10.2139/ssrn.4790780","title":"Mass Reproducibility and Replicability: A New Hope","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":19,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University; Carleton University; University of Ottawa","funders":"","keywords":"Reproducibility; Psychology; Chromatography; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.6080936,0.003955751,0.0151174,0.01158839,0.004844279,0.01457808,0.0122216,0.01926077,0.009431263],"category_scores_gemma":[0.8418199,0.003094256,0.007236342,0.005765085,0.06793551,0.05184017,0.01494696,0.02679704,0.002854343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006328904,"about_ca_system_score_gemma":0.009203694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002176974,"about_ca_topic_score_gemma":0.001615168,"domain_scores_codex":[0.4948978,0.3765926,0.02864567,0.04449206,0.05265783,0.002713961],"domain_scores_gemma":[0.05564564,0.7886431,0.01422325,0.1139568,0.02587237,0.00165888],"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":[0.004927892,0.001012462,0.02365334,0.01077218,0.01695291,0.001597347,0.009292829,0.00406861,0.001338395,0.6592051,0.05463261,0.2125462],"study_design_scores_gemma":[0.001043743,0.0005496035,0.003112003,0.002206318,0.001205632,0.0005087447,0.0007501125,0.004640187,0.0005309443,0.9634761,0.02170829,0.0002683639],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01559063,0.136085,0.3615048,0.4233146,0.0389547,0.001293606,0.001089923,0.001079051,0.02108769],"genre_scores_gemma":[0.5485627,0.02600613,0.2102224,0.1182257,0.08479375,0.004459208,0.0009155912,0.001124934,0.005689681],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3919064,"threshold_uncertainty_score":0.4832904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4467271822899221,"score_gpt":0.4872879982377222,"score_spread":0.04056081594780009,"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."}}