{"id":"W2978706367","doi":"10.2196/15203","title":"Evaluating the Accuracy of an Integrated Vital Sign Measurement Wellness Device","year":2019,"lang":"en","type":"article","venue":"Iproceedings","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vital signs; Medicine; Heart rate; Health care; Physical therapy; Test (biology); Respiratory rate; Medical emergency; Blood pressure; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001498846,0.0001253915,0.0001694024,0.00006199915,0.000117365,0.0000308745,0.0003342227,0.00008847345,0.00229282],"category_scores_gemma":[0.000172565,0.00008698374,0.00008729247,0.0002770886,0.00004615549,0.0002383984,0.00003431153,0.0002530596,0.0004287557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006549427,"about_ca_system_score_gemma":0.00007182782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007931611,"about_ca_topic_score_gemma":0.0000331399,"domain_scores_codex":[0.9985929,0.00006836492,0.0004013026,0.0002611628,0.0003925819,0.0002837215],"domain_scores_gemma":[0.9988772,0.00006149019,0.0002461906,0.0002196463,0.0005105729,0.00008487707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006625546,0.001115413,0.01503478,0.0002049424,0.00009139129,0.000002046662,0.01227012,0.000006850891,0.100639,0.00749455,0.005293304,0.857185],"study_design_scores_gemma":[0.01277933,0.0255621,0.6111509,0.003106321,0.0008858739,0.0001806322,0.1451779,0.004848104,0.1132679,0.002945899,0.07753993,0.002555105],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912967,0.0001314016,0.00004631039,0.000330374,0.0007564395,0.0005361767,0.000007632376,0.00005185936,0.006843077],"genre_scores_gemma":[0.9987519,8.835229e-7,0.0001584521,0.0002595203,0.00007240592,0.00007367811,0.000006405328,0.00001904978,0.0006576634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8546299,"threshold_uncertainty_score":0.9986192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2167422422723141,"score_gpt":0.4667610108166577,"score_spread":0.2500187685443436,"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."}}