{"id":"W3134008387","doi":"10.2196/27397","title":"Preparing Patients and Clinicians for Open Notes in Mental Health: Qualitative Inquiry of International Experts","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Medicine; Psychiatry; Psychology; Medical education","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":[0.003254262,0.0001956256,0.0007325941,0.0001433527,0.0005914069,0.00001405925,0.000271586,0.0001429921,0.00004752892],"category_scores_gemma":[0.0002529288,0.0001996838,0.00005763924,0.0001999865,0.00006385599,0.00026821,0.0004277371,0.0003579052,0.000007200299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002225189,"about_ca_system_score_gemma":0.002815584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006070114,"about_ca_topic_score_gemma":0.02002402,"domain_scores_codex":[0.994203,0.002040511,0.001979907,0.000554706,0.0003463837,0.0008755353],"domain_scores_gemma":[0.9972748,0.0009986035,0.001011502,0.0002398772,0.0001630142,0.0003122288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000983634,0.001290156,0.1885691,0.003435007,0.00005913759,5.348276e-7,0.6919844,7.250724e-7,0.00005834633,0.001301383,0.05593864,0.05637898],"study_design_scores_gemma":[0.03248017,0.00596445,0.12761,0.01105554,0.000006369686,0.00001124504,0.5807118,0.0009638895,0.0002565156,0.001446726,0.2385658,0.0009273956],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539781,0.002048867,0.0001550433,0.02671541,0.003919272,0.01148541,0.0007623746,0.00004259736,0.0008929608],"genre_scores_gemma":[0.983525,0.001095948,0.002616169,0.009257448,0.0002460463,0.001773227,0.0009180799,0.00005529619,0.0005128133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1826272,"threshold_uncertainty_score":0.997858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2019298028394325,"score_gpt":0.6045223934124593,"score_spread":0.4025925905730268,"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."}}