{"id":"W4388541007","doi":"10.1038/d41586-023-03486-5","title":"What reproducibility crisis? New research protocol yields ultra-high replication rate","year":2023,"lang":"en","type":"article","venue":"Nature","topic":"Mental Health Research Topics","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Replicate; Replication (statistics); Reproducibility; Protocol (science); Field (mathematics); Work (physics); Computer science; Psychology; Applied psychology; Biology; Statistics; Medicine; Virology; Mathematics; Engineering; Pathology","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":[0.5066466,0.002122919,0.00505123,0.002600319,0.005852668,0.008117004,0.004238453,0.007476443,0.009947589],"category_scores_gemma":[0.7698146,0.00351855,0.005237117,0.002840928,0.00793114,0.009212324,0.005959298,0.008406091,0.005412593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002260198,"about_ca_system_score_gemma":0.008571441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131049,"about_ca_topic_score_gemma":0.001979472,"domain_scores_codex":[0.4333221,0.4149584,0.06649198,0.03874476,0.04243467,0.004048021],"domain_scores_gemma":[0.1879269,0.525011,0.02363701,0.1894951,0.06943724,0.004492747],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.02933128,0.003289102,0.1879237,0.02093547,0.01816052,0.00460546,0.03840452,0.007782577,0.02357477,0.1395801,0.1063489,0.4200637],"study_design_scores_gemma":[0.01604925,0.008981697,0.1344952,0.01110499,0.01670212,0.003429495,0.006371706,0.05528095,0.03136645,0.464298,0.2505207,0.001399435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07831954,0.006630748,0.7836968,0.03518965,0.02279055,0.04747111,0.003860344,0.003516749,0.01852443],"genre_scores_gemma":[0.4546775,0.001032013,0.4126796,0.01359639,0.003914185,0.1044606,0.00195411,0.001619045,0.006066625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4933534,"threshold_uncertainty_score":0.6083926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2264277681742022,"score_gpt":0.5771022415052733,"score_spread":0.3506744733310712,"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."}}