{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130138,0.0001327302,0.0001236616,0.00009643748,0.0001694782,0.000093923,0.0001832166,0.00004702876,3.576818e-7],"category_scores_gemma":[0.0001040334,0.00009203106,0.00005317871,0.0002606039,0.00004538044,0.0001531721,0.00004322463,0.0002872481,0.000004240838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005261096,"about_ca_system_score_gemma":0.0000217529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002878278,"about_ca_topic_score_gemma":0.0005401619,"domain_scores_codex":[0.9986589,0.0001100345,0.0003084597,0.0001668608,0.0003662255,0.0003895466],"domain_scores_gemma":[0.9993812,0.0001353539,0.00004595451,0.0002046039,0.00001591649,0.0002169323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001655189,0.0001950772,0.556783,0.001520526,0.0002010353,0.0001422388,0.001776952,0.004174107,0.0001126828,0.004319286,0.0001481216,0.4304614],"study_design_scores_gemma":[0.0007062651,0.0000103527,0.997753,0.0002892365,0.00001265632,0.000004048775,0.0004984342,0.0002173685,0.00008678396,0.0001377957,0.0001768964,0.0001072081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824144,0.00754997,0.003137702,0.0005863562,0.004043288,0.001453362,0.000003809684,0.0004377303,0.0003734189],"genre_scores_gemma":[0.9976886,0.0002401913,0.00003446828,0.00001541764,0.0007017824,0.001274305,0.000001497923,0.00002611742,0.00001763016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4409699,"threshold_uncertainty_score":0.3752918,"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."}}