{"id":"W2961015539","doi":"10.1371/journal.pone.0218673","title":"Estimating minute ventilation and air pollution inhaled dose using heart rate, breath frequency, age, sex and forced vital capacity: A pooled-data analysis","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Douglas College","funders":"National Institute for Occupational Safety and Health; Centers for Disease Control and Prevention; National Institutes of Health; Vlaamse regering; National Institute of Environmental Health Sciences; Universidade de São Paulo; Fonds Wetenschappelijk Onderzoek","keywords":"Ventilation (architecture); Vital capacity; Heart rate; Medicine; Environmental science; Cardiology; Internal medicine; Blood pressure; Meteorology; Lung function; Lung; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005191853,0.0001302394,0.000255043,0.00007378178,0.000191332,0.00006062611,0.00009133927,0.00006732058,0.0001032222],"category_scores_gemma":[0.0001123372,0.0001350977,0.00003005134,0.0003300887,0.00008899138,0.0005183866,0.0002176657,0.0001118125,0.00001782452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009932347,"about_ca_system_score_gemma":0.000006687229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001078884,"about_ca_topic_score_gemma":0.00004564967,"domain_scores_codex":[0.9987987,0.00008557883,0.00022033,0.0004163065,0.0002620393,0.0002171021],"domain_scores_gemma":[0.9993927,0.0000709698,0.0001224057,0.0003198404,0.000008628765,0.00008539417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003251088,0.0002710647,0.5075575,0.0001486978,0.0005293064,0.0000138947,0.002046455,0.00603429,0.4811597,0.00000633006,0.00002350215,0.002176718],"study_design_scores_gemma":[0.0004177381,0.00007946479,0.3445052,0.0001958917,0.0007760504,0.00001729785,0.0001802554,0.6481062,0.005212285,0.0002200909,0.0000038676,0.0002857676],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997865,0.00002042516,0.001569422,0.00005682342,0.00002558919,0.000200018,0.00007900954,0.00004507253,0.0001386202],"genre_scores_gemma":[0.9465163,0.000001376538,0.0530933,0.00003784286,0.00005770253,0.00000359286,0.00009015915,0.00001168392,0.0001880014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6420718,"threshold_uncertainty_score":0.5509124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0908282611528598,"score_gpt":0.2653584689350013,"score_spread":0.1745302077821415,"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."}}