{"id":"W6922975073","doi":"10.1371/journal.pmed.1004187.s003","title":"Study analysis plan.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Pandemic; Cohort; Addiction; Mental health service; Health care; Cohort study; Public health; Coronavirus disease 2019 (COVID-19)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02182773,0.001243231,0.001544577,0.003022669,0.00208614,0.002669611,0.003295621,0.002072352,0.318104],"category_scores_gemma":[0.05059315,0.001130849,0.002138806,0.00370655,0.0005408239,0.001681371,0.002418354,0.002459996,0.06600413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005518012,"about_ca_system_score_gemma":0.03531924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07053149,"about_ca_topic_score_gemma":0.06405587,"domain_scores_codex":[0.9911798,0.004579644,0.001017726,0.001160492,0.001209907,0.0008525123],"domain_scores_gemma":[0.976143,0.005213866,0.001408084,0.003301114,0.01222445,0.001709412],"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":[0.004083266,0.0003835856,0.01266227,0.00687189,0.0004108643,0.0002282295,0.0008860772,0.0007542534,0.0001494824,0.01639419,0.8000455,0.1571303],"study_design_scores_gemma":[0.004823486,0.0009824041,0.02681812,0.01375059,0.0008378214,0.0002234038,0.00223848,0.003246813,0.0004824362,0.01636955,0.9300885,0.000138505],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"protocol","genre_scores_codex":[0.008187924,0.002453006,0.02921761,0.00967667,0.004351595,0.1790678,0.6551289,0.001340268,0.1105763],"genre_scores_gemma":[0.03130885,0.002134735,0.07753,0.01109909,0.0007989967,0.6479267,0.152282,0.0006647184,0.07625498],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.318104,"threshold_uncertainty_score":0.9726418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2731793674360271,"score_gpt":0.5090652554977764,"score_spread":0.2358858880617493,"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."}}