{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007149799,0.0001728811,0.0005021894,0.0001782133,0.00006108938,0.00001398456,0.0001928698,0.0001211608,0.0002601635],"category_scores_gemma":[0.0002486715,0.0001185465,0.00009314325,0.000662627,0.0001294578,0.0003609773,0.00005478579,0.0004299479,0.00003183329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002187528,"about_ca_system_score_gemma":0.0004450236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004387482,"about_ca_topic_score_gemma":0.00003701878,"domain_scores_codex":[0.9967101,0.0001363484,0.001400214,0.000117813,0.001360734,0.0002747856],"domain_scores_gemma":[0.9986591,0.0002434227,0.0004351578,0.0003024473,0.0001958928,0.0001639684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001552454,0.0007675048,0.8013205,0.002646875,0.0001908612,0.000052465,0.09852769,0.00006052676,0.0002464912,0.0001988127,0.0003975275,0.09403832],"study_design_scores_gemma":[0.007722869,0.0008839871,0.8808374,0.001264789,0.00006603426,0.000143384,0.06373066,0.04495167,0.0001593313,0.000007778978,0.0001012866,0.0001307689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943125,0.000008188053,0.0006905671,0.0002599322,0.0002973634,0.002699968,0.00001264027,0.00005684745,0.001662001],"genre_scores_gemma":[0.9986619,0.0000145412,0.0008027548,0.0002113971,0.00009384176,0.00008155414,0.000088316,0.00001241576,0.00003328666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09390754,"threshold_uncertainty_score":0.4834185,"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."}}