{"id":"W2069819773","doi":"10.1136/oem.2007.034934","title":"A panel study in congestive heart failure to estimate the short-term effects from personal factors and environmental conditions on oxygen saturation and pulse rate","year":2008,"lang":"en","type":"article","venue":"Occupational and Environmental Medicine","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; McGill University; McGill University Health Centre","funders":"","keywords":"Heart failure; Oxygen saturation; Cardiology; Medicine; Heart rate; Oxygen; Saturation (graph theory); Internal medicine; Pulse rate; Term (time); Blood pressure; Mathematics; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001414073,0.0004240862,0.0002769619,0.0004736734,0.000464364,0.0002552599,0.000245337,0.0003530826,0.001349359],"category_scores_gemma":[0.002291807,0.0002226342,0.0003863834,0.000573577,0.0000774789,0.0001725641,0.0002221908,0.0004198356,0.0003300571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000551411,"about_ca_system_score_gemma":0.0004953577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07678986,"about_ca_topic_score_gemma":0.08189011,"domain_scores_codex":[0.9995077,0.0002584559,0.00001583118,0.00007694885,0.0000903681,0.00005079993],"domain_scores_gemma":[0.9991695,0.0001578707,0.000179721,0.0001041982,0.0001719548,0.0002167618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005427676,0.0002439635,0.9924423,0.00001657822,0.0003365643,0.00005798643,0.00009715531,0.00027439,0.001131908,0.00001935594,0.0009841991,0.003852972],"study_design_scores_gemma":[0.00002902212,0.000379632,0.9984053,0.000003818845,0.00003185906,0.00003719942,0.00003802094,0.0006571964,0.00006711981,0.000007340657,0.0003401664,0.000003511042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946075,0.0002172124,0.001654728,0.00004802438,0.00001678928,0.0001342682,0.002782933,0.0000197558,0.0005187712],"genre_scores_gemma":[0.9937212,0.0001220061,0.001888223,0.00007015545,0.00001708361,0.0002105707,0.002918609,0.000005024494,0.001047234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07678986,"threshold_uncertainty_score":0.1526858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04070970892896761,"score_gpt":0.3168118310211656,"score_spread":0.276102122092198,"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."}}