{"id":"W6949515637","doi":"10.5281/zenodo.2575094","title":"Replication and Reproducibility in Social Sciences and Statistics: Context, Concerns, and Concrete Measures","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Replication (statistics); Context (archaeology); Core (optical fiber); Affect (linguistics); Biological sciences; Social research","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":["metaresearch"],"category_scores_codex":[0.7636521,0.003349425,0.01497821,0.01792433,0.008278822,0.02552913,0.01102477,0.01958679,0.00293939],"category_scores_gemma":[0.8874517,0.003717413,0.007970564,0.02078873,0.1007565,0.03834697,0.01866801,0.02508148,0.001100126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01302438,"about_ca_system_score_gemma":0.02141904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005976256,"about_ca_topic_score_gemma":0.003025751,"domain_scores_codex":[0.1005008,0.7722272,0.04809655,0.02938426,0.04811231,0.001678834],"domain_scores_gemma":[0.04157355,0.8222727,0.02697538,0.08908395,0.01911207,0.0009824242],"domain_codex":"methods","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":[0.0003983577,0.0001258129,0.007338791,0.01260213,0.006220714,0.000513852,0.01394931,0.004196576,0.0004871945,0.8557608,0.01027466,0.08813183],"study_design_scores_gemma":[0.0001729031,0.0002000538,0.001843927,0.004797069,0.0005879344,0.0003389558,0.0009411414,0.004000395,0.0005961864,0.9704686,0.01583403,0.0002188743],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008430235,0.1199746,0.6881225,0.1487061,0.01314685,0.002828623,0.0007669172,0.0007930794,0.01723118],"genre_scores_gemma":[0.3859705,0.02893453,0.516142,0.03357799,0.01589808,0.01611043,0.0005424709,0.001013435,0.001810469],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2363479,"threshold_uncertainty_score":0.2914591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.830286008322227,"score_gpt":0.5509969271091448,"score_spread":0.2792890812130822,"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."}}