{"id":"W3097883070","doi":"10.2196/21705","title":"Wireless Remote Home Monitoring of Vital Signs in Patients Discharged Early After Esophagectomy: Observational Feasibility Study","year":2020,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vital signs; Medicine; Observational study; Esophagectomy; Medical emergency; Wearable computer; Morning; Emergency medicine; Surgery; Esophageal cancer; Computer science; Internal medicine","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":[0.002861641,0.0004934025,0.0007326374,0.0008701368,0.001035816,0.0008289875,0.0005037618,0.0008824285,0.001085764],"category_scores_gemma":[0.007646014,0.0006040317,0.001057362,0.0007866495,0.0007356222,0.001353266,0.0009716247,0.00123682,0.0003973375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006066117,"about_ca_system_score_gemma":0.001272182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002432192,"about_ca_topic_score_gemma":0.003420101,"domain_scores_codex":[0.9982823,0.0007533312,0.0002348281,0.0002473184,0.0002562819,0.0002259643],"domain_scores_gemma":[0.9932836,0.001737352,0.002491768,0.0005308455,0.000833788,0.001122606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002473667,0.006614635,0.984444,0.00009431681,0.0001149464,0.0005137939,0.001571155,0.00006380887,0.0006407893,0.00001915883,0.0001437338,0.003305999],"study_design_scores_gemma":[0.0006724118,0.03620091,0.9547971,0.00005397861,0.0001458151,0.00117164,0.005371614,0.0005746445,0.0003468841,0.00003809216,0.0005699219,0.00005691303],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995302,0.00004158,0.00009923968,0.00001592571,0.000003511346,0.0001431819,0.00006784573,0.000001477752,0.00009714301],"genre_scores_gemma":[0.9987774,0.0000940322,0.0004196254,0.00009193237,0.00001886225,0.000301149,0.0002179902,0.000002024711,0.00007701931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002861641,"threshold_uncertainty_score":0.01513398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0851785820692358,"score_gpt":0.3730545556798532,"score_spread":0.2878759736106175,"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."}}