{"id":"W2620737572","doi":"10.3389/fpsyg.2017.01004","title":"Commentary: Reproducibility in Psychological Science: When Do Psychological Phenomena Exist?","year":2017,"lang":"en","type":"letter","venue":"Frontiers in Psychology","topic":"Mental Health Research Topics","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"European Research Council; Academy of Finland","keywords":"Psychology; Psychological science; Personality; Social psychology; Psychoanalysis; Applied psychology","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":[],"category_scores_codex":[0.01339883,0.001786082,0.002716929,0.001891224,0.006930856,0.004555904,0.005019111,0.09604894,0.01161662],"category_scores_gemma":[0.09489425,0.001239225,0.002466656,0.001525982,0.007060178,0.007133459,0.003225029,0.07252446,0.01505732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008498838,"about_ca_system_score_gemma":0.01196241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0126027,"about_ca_topic_score_gemma":0.01495872,"domain_scores_codex":[0.9892671,0.00299259,0.001631196,0.001600644,0.003588109,0.0009203103],"domain_scores_gemma":[0.9443909,0.03646405,0.002722822,0.001411541,0.01107534,0.003935339],"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":[0.00002868552,0.000009313714,0.00008251552,0.00004904265,0.000005935126,0.0002562315,0.00008933405,0.00001452348,0.00004722881,0.0008428821,0.9965612,0.002012976],"study_design_scores_gemma":[0.0001481689,0.00004955379,0.0008026448,0.0007232357,0.0000407604,0.0009536197,0.0005316493,0.0002652731,0.0002631868,0.01230604,0.983817,0.00009888765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007211361,0.0006781554,0.00003995689,0.9689485,0.02940797,0.0000113577,0.00008051962,0.00002037512,0.0007411359],"genre_scores_gemma":[0.0008893605,0.0004641684,0.000122476,0.955907,0.0401721,0.00003978467,0.0000356449,0.00002414064,0.002345338],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9866012,"threshold_uncertainty_score":0.07086062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1379246076672459,"score_gpt":0.4974266413015557,"score_spread":0.3595020336343098,"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."}}