{"id":"W165084630","doi":"","title":"The LifeShirt: a multi-function ambulatory system monitoring health, disease, and medical intervention in the real world.","year":2004,"lang":"en","type":"article","venue":"PubMed","topic":"Non-Invasive Vital Sign Monitoring","field":"Engineering","cited_by":103,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ambulatory; Computer science; Medicine; Remote patient monitoring; Vital signs; Intensive care medicine; Medical emergency; Surgery","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":[0.001026427,0.0009783822,0.0008258991,0.001500072,0.0002589024,0.0008686052,0.0008457575,0.0007096674,0.005618982],"category_scores_gemma":[0.00151666,0.0002189478,0.0002691187,0.001140082,0.0002727021,0.0008825555,0.001063742,0.0006862967,0.002456377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002124392,"about_ca_system_score_gemma":0.0005281913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008847446,"about_ca_topic_score_gemma":0.001273506,"domain_scores_codex":[0.9990194,0.0001989274,0.00005949797,0.0001604799,0.0005239161,0.00003780915],"domain_scores_gemma":[0.9989973,0.000185132,0.0001976346,0.0001054941,0.00026736,0.0002470976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002054879,0.0004904703,0.01889869,0.001039901,0.000306485,0.0004625672,0.000376411,0.0007965592,0.0528867,0.001873093,0.1877983,0.733016],"study_design_scores_gemma":[0.002317406,0.006837977,0.266647,0.001036911,0.0009302929,0.01303917,0.0003778262,0.05302138,0.05740517,0.005278856,0.5924875,0.0006205878],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2378938,0.04010951,0.4387242,0.00496304,0.003377567,0.004828424,0.07397302,0.1075839,0.08854653],"genre_scores_gemma":[0.5503619,0.01296227,0.3422641,0.006095181,0.00324892,0.004217347,0.03686708,0.002588038,0.04139515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005618982,"threshold_uncertainty_score":0.0187974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01883103742583168,"score_gpt":0.2380782065362556,"score_spread":0.2192471691104239,"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."}}