{"id":"W3135952839","doi":"10.1136/bjsports-2021-104126","title":"Nuisance or necessity? Why robust peer review is critical for medical science","year":2021,"lang":"en","type":"editorial","venue":"British Journal of Sports Medicine","topic":"Stress and Burnout Research","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Anxiety; Psychosocial; Depression (economics); Cronbach's alpha; Mental health; Clinical psychology; Psychology; Scale (ratio); Medicine; Psychiatry; Psychometrics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01303866,0.0003855493,0.002054013,0.0003528762,0.0003298194,0.000166912,0.001750395,0.0008901701,0.05792516],"category_scores_gemma":[0.07909433,0.0003028109,0.0003681728,0.000919815,0.002360896,0.000233392,0.0001912185,0.003373002,0.000008572979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001671023,"about_ca_system_score_gemma":0.004653854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002770593,"about_ca_topic_score_gemma":0.00003030845,"domain_scores_codex":[0.9831932,0.0001508236,0.002035995,0.0008264846,0.01278185,0.001011674],"domain_scores_gemma":[0.9832507,0.002287583,0.0008978097,0.0005481413,0.01179108,0.001224658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001655466,0.0001740544,0.00002824093,0.002336158,0.00007025305,0.02392313,0.00006874165,4.059996e-8,6.762691e-7,0.00005209643,0.792832,0.180349],"study_design_scores_gemma":[0.001742345,0.0003389719,0.0005027569,0.1620497,0.0003130567,0.006302908,0.0002638266,0.000001717065,0.000002176326,0.0001038676,0.8281167,0.000261934],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002248767,0.3708611,0.0004273981,0.03784897,0.5867563,0.000315002,0.0001561477,0.00001366571,0.003598925],"genre_scores_gemma":[0.00008583064,0.2390113,0.0004075367,0.003923284,0.7414193,0.00002979916,0.0001107943,0.00006752566,0.01494466],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1800871,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06385053202259391,"score_gpt":0.4504842392081993,"score_spread":0.3866337071856054,"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."}}