{"id":"W4405675003","doi":"10.2196/63251","title":"Telemedicine Prescribing by US Mental Health Care Providers: National Cross-Sectional Survey","year":2024,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cross-sectional study; Preprint; Mental health; Telemedicine; Medicine; Mental healthcare; Health care; Family medicine; Psychiatry; Political science; World Wide Web; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001306067,0.0001450923,0.0001954217,0.001051398,0.0004251082,0.000487968,0.0004122658,0.0004985409,0.001838698],"category_scores_gemma":[0.003817873,0.0003213912,0.0003224672,0.001895293,0.0002492245,0.0007748518,0.0006503549,0.0005759938,0.0003856849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007877039,"about_ca_system_score_gemma":0.0006186208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02808425,"about_ca_topic_score_gemma":0.03711268,"domain_scores_codex":[0.9987885,0.000377501,0.0002487671,0.0001504438,0.0003244946,0.0001104178],"domain_scores_gemma":[0.9955683,0.0008990276,0.002481535,0.0001789381,0.0004520466,0.0004201702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000181747,0.00007573399,0.9975671,0.00002796677,0.00002087973,0.00002873373,0.0003724528,0.00002903406,0.0001024067,0.000008584958,0.0004023616,0.001346624],"study_design_scores_gemma":[0.000004113621,0.00005490517,0.998544,0.00001845926,0.000008611101,0.00009585325,0.0008739865,0.0001369805,0.00004625838,0.000004848796,0.0002095219,0.00000248976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953152,0.0001348608,0.0001174568,0.0002386455,0.000004133283,0.00007693722,0.003178196,0.000009443834,0.0009251133],"genre_scores_gemma":[0.9979082,0.0002145909,0.0002380729,0.0002580475,0.000008931137,0.0000917552,0.001095988,0.000002706928,0.0001817287],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02808425,"threshold_uncertainty_score":0.05584157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.132688611651753,"score_gpt":0.5217292119137603,"score_spread":0.3890406002620073,"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."}}