{"id":"W3173268318","doi":"10.2196/29690","title":"Clinician Perspectives on Telemedicine: Observational Cross-sectional Study","year":2021,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Telemedicine; Cross-sectional study; Medicine; Health care; Political science; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003920135,0.0002326745,0.0003650048,0.0002442966,0.0003796551,0.00004885936,0.00009391591,0.0001016371,0.003904877],"category_scores_gemma":[0.0003464117,0.0001965619,0.0001350065,0.0004099825,0.0001001032,0.0001318802,0.00003957613,0.0004578285,0.00006309515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002504579,"about_ca_system_score_gemma":0.0002918158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009018699,"about_ca_topic_score_gemma":0.0001148181,"domain_scores_codex":[0.9972294,0.00009561372,0.0007570076,0.0005707804,0.0009985759,0.0003486208],"domain_scores_gemma":[0.9984347,0.0002196454,0.0001944548,0.000375153,0.0005272858,0.0002487796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009719089,0.001438102,0.988707,0.00003782787,0.0001087636,0.00007828864,0.004095648,0.000001264407,0.000465705,0.001173591,0.00348095,0.0003156854],"study_design_scores_gemma":[0.003977039,0.002374321,0.9680239,0.00002610354,0.00004014348,0.00001829556,0.01920188,0.000002701486,0.0002556664,0.0001024456,0.005823735,0.0001537631],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951144,0.00004141259,0.00001150172,0.0007468805,0.000420151,0.0009888003,0.00003101162,0.0001371515,0.002508688],"genre_scores_gemma":[0.9940609,0.00000565296,0.00007581201,0.001549218,0.001244889,0.00009305517,0.0006911632,0.00003376019,0.002245505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02068308,"threshold_uncertainty_score":0.9970057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1701563288708453,"score_gpt":0.4811610906494491,"score_spread":0.3110047617786039,"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."}}