{"id":"W3159797724","doi":"10.2196/26336","title":"US Physicians’ Perspective on the Sudden Shift to Telehealth: Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Syracuse University","keywords":"Telehealth; Pandemic; Medicine; Telemedicine; Snowball sampling; Family medicine; Health care; Perspective (graphical); Coronavirus disease 2019 (COVID-19); Nursing; Medical emergency","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":[0.00237696,0.0001107021,0.0001077487,0.0007078683,0.0007431673,0.0007122909,0.0002191564,0.0007067035,0.001697877],"category_scores_gemma":[0.007036393,0.0001828988,0.0002019077,0.001661792,0.0004567152,0.001052454,0.0008997322,0.0006244102,0.0002131943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009896193,"about_ca_system_score_gemma":0.001311977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01608659,"about_ca_topic_score_gemma":0.02607123,"domain_scores_codex":[0.9982729,0.0009936674,0.0001244946,0.000111363,0.0002107068,0.0002868476],"domain_scores_gemma":[0.9929409,0.002291401,0.002838799,0.0001703128,0.0009972263,0.0007612919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006654457,0.00011214,0.9641297,0.00007890187,0.00001771983,0.0002824895,0.02665164,0.00004577119,0.0004057384,0.00009761738,0.001314886,0.006796923],"study_design_scores_gemma":[0.000009319745,0.0001983144,0.9397032,0.00006144858,0.000007650686,0.0003974015,0.05643668,0.0001629212,0.0001099965,0.00003043986,0.002874715,0.000007970658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976493,0.0001589352,0.00006741218,0.000982336,0.000005190319,0.0000177523,0.000251867,0.000001615707,0.0008655124],"genre_scores_gemma":[0.9987786,0.0002533965,0.00008218251,0.0006012159,0.0000149929,0.00002417925,0.0001193721,8.370939e-7,0.0001251589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01608659,"threshold_uncertainty_score":0.03198588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09383602611684431,"score_gpt":0.4243270828712304,"score_spread":0.3304910567543861,"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."}}