{"id":"W4247986156","doi":"10.2196/preprints.15548","title":"Postoperative Remote Automated Monitoring and Virtual Hospital-to-Home Care System Following Cardiac and Major Vascular Surgery: User Testing Study (Preprint)","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Facilitator; Medicine; Guardian; Debriefing; Medical emergency; Nursing; Psychology; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009058255,0.0004817532,0.0005966625,0.0005023439,0.0006738182,0.0006972134,0.0005457995,0.0007390784,0.003536157],"category_scores_gemma":[0.01487599,0.0004801217,0.0009107167,0.0003597171,0.0006249716,0.001259842,0.0006562484,0.0008217303,0.0007889415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005513529,"about_ca_system_score_gemma":0.001178696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002193668,"about_ca_topic_score_gemma":0.003268474,"domain_scores_codex":[0.9957944,0.002572177,0.0004463023,0.0002881302,0.0004882777,0.0004106419],"domain_scores_gemma":[0.9883939,0.005175979,0.001248503,0.001012189,0.002863024,0.001306383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.03214673,0.1450859,0.6482559,0.001557033,0.000610808,0.0009192644,0.05627261,0.0008529873,0.00835293,0.0002990568,0.003578441,0.1020684],"study_design_scores_gemma":[0.003553633,0.3067263,0.6624863,0.0001466176,0.0002751345,0.0003466981,0.01681694,0.001622428,0.004247393,0.00009574636,0.003551407,0.0001313008],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989508,0.00001179703,0.0001487476,0.00002487574,0.000008008454,0.0005381801,0.00007736737,0.00000604353,0.0002341382],"genre_scores_gemma":[0.9951177,0.00005718,0.001200108,0.0002111125,0.00002596451,0.002301123,0.0002280951,0.000007652373,0.0008511435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009058255,"threshold_uncertainty_score":0.04790521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413985401924152,"score_gpt":0.2661229751880417,"score_spread":0.2519831211688002,"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."}}