{"id":"W6885496345","doi":"10.1371/journal.pmed.1004187.s002","title":"Study cohort build.","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; Cohort study; Mental health service; Health care; Addiction; Coronavirus disease 2019 (COVID-19); Public health","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":[0.001857702,0.001016902,0.001427977,0.001639224,0.002852072,0.00269059,0.002308874,0.001472036,0.3700141],"category_scores_gemma":[0.009817444,0.001325102,0.001230219,0.003101771,0.0002575341,0.001278099,0.002030731,0.001689261,0.1142504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005223227,"about_ca_system_score_gemma":0.01990131,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6270539,"about_ca_topic_score_gemma":0.6934338,"domain_scores_codex":[0.9989756,0.0001373282,0.0001074372,0.0002779591,0.0001901096,0.0003116422],"domain_scores_gemma":[0.9958876,0.0004948149,0.0002177933,0.0005936853,0.002065548,0.000740542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004413062,0.00004464615,0.009007623,0.000806548,0.00007185373,0.00006549829,0.0002368623,0.0000586268,0.00007931154,0.0009344105,0.9697421,0.01851113],"study_design_scores_gemma":[0.001377006,0.00007779679,0.05054467,0.001727719,0.0002594817,0.0001550897,0.0007087124,0.0004326681,0.0001498627,0.001993965,0.9424966,0.00007647418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.001074851,0.0001816835,0.0004878217,0.0004710459,0.0002435429,0.0005124763,0.9823374,0.0002859625,0.0144052],"genre_scores_gemma":[0.01698355,0.000901762,0.003896208,0.001727132,0.000318567,0.007693653,0.890408,0.0009614159,0.07710973],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6270539,"threshold_uncertainty_score":0.8985984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1920793573882501,"score_gpt":0.4997375157647626,"score_spread":0.3076581583765124,"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."}}