{"id":"W2995702400","doi":"10.2196/15548","title":"Postoperative Remote Automated Monitoring and Virtual Hospital-to-Home Care System Following Cardiac and Major Vascular Surgery: User Testing Study","year":2019,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Toronto; Hamilton Health Sciences; York University; McMaster University; Population Health Research Institute","funders":"Canadian Institutes of Health Research","keywords":"Facilitator; Medicine; Medical emergency; Workflow; Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007201376,0.0005402396,0.0006081542,0.0006184584,0.0004925831,0.0005516296,0.0006357832,0.0006232959,0.002356839],"category_scores_gemma":[0.01678598,0.0003065027,0.000652698,0.0003108866,0.0006236403,0.000890654,0.0006671863,0.0005988195,0.000421063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004412048,"about_ca_system_score_gemma":0.0007353906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001366115,"about_ca_topic_score_gemma":0.002105024,"domain_scores_codex":[0.9958298,0.002675341,0.0003444472,0.000298712,0.0004901303,0.0003614843],"domain_scores_gemma":[0.9848821,0.007706672,0.00145364,0.001248639,0.003356063,0.001352899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01453305,0.08040473,0.7041099,0.001345781,0.0006462495,0.001330552,0.05101353,0.001555018,0.01186556,0.0002248993,0.001643442,0.1313272],"study_design_scores_gemma":[0.001493413,0.2315843,0.7268533,0.0001918022,0.0004646056,0.001386909,0.01812604,0.006312876,0.009390731,0.0001452306,0.003849733,0.0002009662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993266,0.00001185684,0.0002667868,0.00001257747,0.000002592337,0.0001896356,0.00003703963,0.00000841711,0.0001444951],"genre_scores_gemma":[0.9973757,0.0000446802,0.001442662,0.00005825773,0.000008437419,0.000587509,0.0001001909,0.000006886355,0.0003757637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007201376,"threshold_uncertainty_score":0.03808498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05052750148658317,"score_gpt":0.3978414782219589,"score_spread":0.3473139767353758,"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."}}