{"id":"W4324292629","doi":"10.47094/iicolubrais2022/41","title":"A SAÚDE MENTAL DO PÓS-GRADUANDO BRASILEIRO NA PANDEMIA DE COVID-19: UMA ANÁLISE DE FATORES ASSOCIADOS À DEPRESSÃO, ANSIEDADE E O ESTRESSE","year":2022,"lang":"pt","type":"article","venue":"","topic":"Healthcare during COVID-19 Pandemic","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Psychology; Medicine","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004110118,0.001126569,0.00120732,0.0007582156,0.003134812,0.001013245,0.004421957,0.0006496382,0.001349458],"category_scores_gemma":[0.002322738,0.001278489,0.0006007694,0.002008433,0.0003883729,0.0008404956,0.003636056,0.002690742,0.0001122944],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.009229759,"about_ca_system_score_gemma":0.01097755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01121679,"about_ca_topic_score_gemma":0.0009808026,"domain_scores_codex":[0.9863805,0.003696591,0.001553457,0.002579232,0.002390377,0.003399877],"domain_scores_gemma":[0.9909766,0.002240967,0.0008199076,0.002277016,0.0001614875,0.003524055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004616259,0.0009931058,0.8758215,0.0006923772,0.0003699803,0.001986161,0.0318053,0.004498085,0.002495535,0.00365104,0.06389213,0.01333316],"study_design_scores_gemma":[0.02465815,0.002773647,0.2808199,0.0007662984,0.0006481506,0.005143138,0.0111575,0.4663094,0.006277903,0.008036752,0.18514,0.008269188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.872263,0.004218593,0.09266888,0.02148906,0.00260521,0.002620585,0.0009290088,0.002123765,0.001081929],"genre_scores_gemma":[0.9638319,0.0003259027,0.003753071,0.02942258,0.0003848948,0.0004779422,0.00007276276,0.0001587159,0.001572208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5950016,"threshold_uncertainty_score":0.9996101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04887999590614636,"score_gpt":0.3512617173107228,"score_spread":0.3023817214045764,"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."}}