{"id":"W4386641961","doi":"10.2196/48517","title":"Using HIPAA (Health Insurance Portability and Accountability Act)–Compliant Transcription Services for Virtual Psychiatric Interviews: Pilot Comparison Study","year":2023,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health via Writing","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Substance Abuse and Mental Health Services Administration; National Center for Advancing Translational Sciences; RTI International; U.S. Department of Health and Human Services","keywords":"Transcription (linguistics); Psychology; Applied psychology; Medical education; Medicine; Linguistics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004222455,0.0004452619,0.001008173,0.0002822689,0.001119362,0.0000649612,0.0003330141,0.0001057454,0.0001078254],"category_scores_gemma":[0.000006041523,0.0004564234,0.0001181531,0.0007963614,0.0001032077,0.0003330879,0.0001103267,0.000459872,0.00006242484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054546,"about_ca_system_score_gemma":0.0002265703,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012158,"about_ca_topic_score_gemma":0.009260406,"domain_scores_codex":[0.993863,0.001144318,0.002028184,0.001219503,0.000490546,0.001254485],"domain_scores_gemma":[0.997705,0.0001822873,0.0008577537,0.0006498877,0.00006207744,0.0005429576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001907336,0.005825697,0.8354375,0.005737592,0.00005836373,0.000001512785,0.06800671,0.000005331707,0.0001548098,0.000237518,0.001175314,0.08145236],"study_design_scores_gemma":[0.004130901,0.006641184,0.9101797,0.000273773,0.00000985808,0.00001875789,0.07575598,0.001551755,0.000004683276,0.0001313429,0.0009762782,0.0003257534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826066,0.001290986,0.0001154468,0.002641865,0.002438351,0.009848802,0.0006491716,0.0003378077,0.00007099599],"genre_scores_gemma":[0.9957684,0.00007595718,0.0007015036,0.001958859,0.0002149323,0.0008807593,0.0002883897,0.00007159414,0.00003959765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08112661,"threshold_uncertainty_score":0.9997888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1800131570599296,"score_gpt":0.4924502103639444,"score_spread":0.3124370533040148,"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."}}