{"id":"W2884151395","doi":"10.1017/s0140525x18000833","title":"The replicability revolution","year":2018,"lang":"en","type":"letter","venue":"Behavioral and Brain Sciences","topic":"Mental Health Research Topics","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Replication (statistics); Psychology; Cognitive psychology; Biology; Virology","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":[0.2255205,0.001818353,0.004514487,0.003015696,0.004134911,0.009164243,0.005759157,0.02557468,0.009401521],"category_scores_gemma":[0.5173863,0.0009336588,0.003006539,0.001961732,0.05156622,0.02410437,0.008520373,0.0651194,0.007543627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01050678,"about_ca_system_score_gemma":0.009221382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911285,"about_ca_topic_score_gemma":0.001391993,"domain_scores_codex":[0.8074427,0.1015332,0.01414488,0.02202625,0.05223759,0.002615348],"domain_scores_gemma":[0.4021017,0.4651106,0.01473522,0.07358273,0.03845726,0.006012437],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004502147,0.0001437191,0.001613275,0.001628859,0.0003745254,0.0009923563,0.001732211,0.0003534494,0.0005477269,0.2884432,0.5528136,0.1509069],"study_design_scores_gemma":[0.0003732459,0.000231618,0.001273184,0.002166909,0.0000903182,0.001515312,0.0003759462,0.001098484,0.0004657191,0.5254046,0.4668451,0.0001597228],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008958616,0.0343697,0.00987494,0.8970685,0.04934258,0.00009583875,0.0001470299,0.0002732771,0.007932294],"genre_scores_gemma":[0.04741524,0.0185841,0.01628927,0.7563397,0.1542252,0.001198454,0.0002312956,0.0004158223,0.005300906],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7744795,"threshold_uncertainty_score":0.9550712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2450811487928729,"score_gpt":0.5088049570059647,"score_spread":0.2637238082130918,"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."}}