{"id":"W4289878984","doi":"10.2196/33676","title":"Digital Technology in Psychiatry: Survey Study of Clinicians","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health","keywords":"Likert scale; Telemedicine; Telepsychiatry; Digital health; Medicine; Intervention (counseling); Social media; Scale (ratio); Family medicine; Medical education; Psychiatry; Psychology; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002643032,0.0001009727,0.0002564407,0.001446222,0.0002121129,0.00002679951,0.000631185,0.00006073109,0.0005593756],"category_scores_gemma":[0.0001008163,0.0001041082,0.00005733905,0.002901677,0.0002095008,0.0002500929,0.000743982,0.001070995,0.0003255746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002457244,"about_ca_system_score_gemma":0.0001054854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004562753,"about_ca_topic_score_gemma":0.001075177,"domain_scores_codex":[0.9965689,0.001134022,0.000784486,0.0002854771,0.0006461398,0.0005809887],"domain_scores_gemma":[0.9987814,0.000384526,0.000156097,0.0004625566,0.0001472774,0.00006813911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008877734,0.03628309,0.844017,0.00007688616,0.000102528,0.00002861799,0.01762515,0.000006323554,0.000001358982,0.02097365,0.01992947,0.06006817],"study_design_scores_gemma":[0.002290547,0.0163209,0.8481756,0.00003724006,0.000001227233,0.00001334733,0.1218303,0.00001653231,0.000004817013,0.009051904,0.002132737,0.0001247969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639188,0.00006973741,0.000003728841,0.0008281274,0.0009327778,0.001302049,0.0004573428,0.00003622315,0.03245118],"genre_scores_gemma":[0.996793,4.14955e-7,0.000004659189,0.00001802119,0.00001129165,0.001452649,0.00004433067,0.00001927906,0.001656339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1042052,"threshold_uncertainty_score":0.6124771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1558173640178644,"score_gpt":0.5536395229868218,"score_spread":0.3978221589689575,"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."}}