{"id":"W2952935324","doi":"10.2196/14248","title":"Initial Experience of the Synchronized, Real-Time, Interactive, Remote Transthoracic Echocardiogram Consultation System in Rural China: Longitudinal Observational Study","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Transthoracic echocardiogram; Telemedicine; Medicine; China; Medical emergency; Health care; Rural area; Quality (philosophy); eHealth; Geography; Radiology; Economic growth","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":[0.001522289,0.0004445079,0.000421371,0.0006963498,0.001806517,0.0007208555,0.0004624695,0.0005562259,0.001867103],"category_scores_gemma":[0.003821999,0.0003976873,0.0004676928,0.0006452694,0.0007100476,0.0007308017,0.0009392394,0.0006303107,0.0002551942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001446732,"about_ca_system_score_gemma":0.001712476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03120477,"about_ca_topic_score_gemma":0.0384404,"domain_scores_codex":[0.9990268,0.000317563,0.00006444999,0.0001235826,0.0001385752,0.0003289732],"domain_scores_gemma":[0.9972192,0.0004354012,0.0005949589,0.00008323912,0.0004766671,0.001190447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001545293,0.00100823,0.96303,0.00007964642,0.00003403192,0.001979996,0.02819419,0.00008061354,0.001162611,0.00003618091,0.0002757815,0.003964178],"study_design_scores_gemma":[0.00002522621,0.002325187,0.948218,0.00003010114,0.00003738481,0.0006526077,0.04743019,0.0004355538,0.0002285226,0.00001823579,0.0005670489,0.00003184922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999778,0.00002608952,0.00002514288,0.00002199146,0.000001015242,0.00001760937,0.00001613296,0.000001068574,0.0001129836],"genre_scores_gemma":[0.9996057,0.00005867149,0.00004652953,0.00004291532,0.000003666055,0.00002445493,0.00003741438,0.000001820774,0.0001789089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03120477,"threshold_uncertainty_score":0.06204623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03851637053511896,"score_gpt":0.3949180371173868,"score_spread":0.3564016665822679,"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."}}