{"id":"W4384344081","doi":"10.1136/bmjopen-2022-070172","title":"Association between physician characteristics and practice-level uptake of paediatric virtual mental healthcare: a population-based study","year":2023,"lang":"en","type":"article","venue":"BMJ Open","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Institute for Clinical Evaluative Sciences; Hospital for Sick Children; Women's College Hospital; University of Toronto","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care","keywords":"Medicine; Specialty; Mental health; Family medicine; Health care; Mental healthcare; Population; Multinomial logistic regression; Mental health care; Cohort; Ambulatory care; Psychiatry; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001214322,0.0002388651,0.0003496194,0.001012632,0.0005642131,0.0007919012,0.0009814841,0.0006656728,0.001687222],"category_scores_gemma":[0.005406046,0.0004606019,0.0005479076,0.002792548,0.0004331727,0.0007553869,0.0007174272,0.0006120877,0.0002772448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001781421,"about_ca_system_score_gemma":0.001607438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1577179,"about_ca_topic_score_gemma":0.2106215,"domain_scores_codex":[0.9980679,0.0004093231,0.0002083308,0.0004731995,0.0005661383,0.0002751468],"domain_scores_gemma":[0.9942672,0.0006535195,0.003645682,0.0002772596,0.0005947606,0.0005615469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001309605,0.000009674793,0.9996468,0.000004699024,0.0000235617,0.00001148556,0.00005089084,0.00001153693,0.000015816,0.000003020546,0.00005106289,0.0001584609],"study_design_scores_gemma":[0.00000405026,0.00002649563,0.9995666,0.000005129685,0.000008626054,0.00005321908,0.0001900249,0.00007153123,0.000006744818,0.000003013269,0.00006306249,0.00000145753],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980115,0.0001840118,0.00009619718,0.00007991197,0.000003435128,0.00002015608,0.001284488,0.000004543112,0.0003157305],"genre_scores_gemma":[0.9990363,0.00008688787,0.00009178413,0.00003373736,0.000006920454,0.00002136027,0.0006261394,0.000002303769,0.00009450533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1577179,"threshold_uncertainty_score":0.3135998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.156762423508017,"score_gpt":0.4682213192338176,"score_spread":0.3114588957258005,"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."}}