{"id":"W4407688308","doi":"10.31060/rbsp.2025.v19.n1.1955","title":"DEPRESSÃO, ANSIEDADE E ESTRESSE","year":2025,"lang":"pt","type":"article","venue":"Revista Brasileira de Segurança Pública","topic":"Occupational Health and Burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001678619,0.000822922,0.001260758,0.0007210833,0.002124159,0.0002222129,0.001104387,0.00123096,0.002322905],"category_scores_gemma":[0.00187526,0.0008221902,0.0004562871,0.002054165,0.0002897319,0.0003461738,0.0003942616,0.002490992,0.002103859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009691513,"about_ca_system_score_gemma":0.005463318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001016341,"about_ca_topic_score_gemma":0.000327338,"domain_scores_codex":[0.9915713,0.001990436,0.00213529,0.001283552,0.0007195098,0.002299893],"domain_scores_gemma":[0.9933835,0.002513893,0.0007201777,0.001769103,0.000500501,0.001112862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006479999,0.0006143133,0.736095,0.008464767,0.0001885968,0.00007751648,0.003020133,0.00001972307,0.0003901472,0.05469211,0.1888189,0.006970841],"study_design_scores_gemma":[0.002092354,0.00013149,0.8143289,0.005254439,0.0003021773,0.00001765388,0.001894513,0.0008641672,0.00008676019,0.0003133354,0.1740028,0.0007114388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8470565,0.03149847,0.005619196,0.02241198,0.004443831,0.006885125,0.001712828,0.001041624,0.07933046],"genre_scores_gemma":[0.9585941,0.0007275268,0.0004597701,0.01088586,0.001174334,0.0002561102,0.0003211904,0.000118568,0.02746258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1115376,"threshold_uncertainty_score":0.9998103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912140131844207,"score_gpt":0.4099878051366989,"score_spread":0.3708664038182568,"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."}}