{"id":"W4396670898","doi":"10.2196/54180","title":"Digital Interventions to Understand and Mitigate Stress Response: Protocol for Process and Content Evaluation of a Cohort Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Ottawa; Lawson Health Research Institute; Public Health Ontario; University of Toronto; Toronto Metropolitan University; Ontario Tech University; Western University; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Psychological intervention; Distress; Loneliness; Psychology; Health care; Anxiety; Medicine; Clinical psychology; Social psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05879442,0.004994684,0.005465694,0.004479154,0.006447189,0.003013585,0.003948922,0.00417726,0.05484334],"category_scores_gemma":[0.04617117,0.003133985,0.005250011,0.004833434,0.002882849,0.002066171,0.003492706,0.004990117,0.01069754],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008401759,"about_ca_system_score_gemma":0.03912993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368124,"about_ca_topic_score_gemma":0.02014169,"domain_scores_codex":[0.9737619,0.01384451,0.003945685,0.00202676,0.00399426,0.002426927],"domain_scores_gemma":[0.956816,0.008836388,0.004664407,0.007092079,0.01980118,0.002789897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.215808,0.133517,0.01099602,0.05160804,0.00178467,0.001475814,0.008427192,0.0102146,0.01507805,0.01087973,0.08775739,0.4524536],"study_design_scores_gemma":[0.428535,0.1360051,0.05508712,0.02068274,0.001482219,0.0002488202,0.007058544,0.007989809,0.01248143,0.008780282,0.320444,0.001205068],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00101278,0.00003839485,0.001404753,0.0000443028,0.00007765928,0.9965376,0.000521807,0.00003567038,0.0003271174],"genre_scores_gemma":[0.0003789278,0.00002853266,0.001863963,0.00002161849,0.000007103613,0.9975398,0.00005061261,0.000002084401,0.0001074851],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05879442,"threshold_uncertainty_score":0.3109384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7078067801271685,"score_gpt":0.7093168693426106,"score_spread":0.001510089215442156,"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."}}