{"id":"W4210373919","doi":"10.2196/25690","title":"Assessment of Personal Exposure to Particulate Air Pollution in Different Microenvironments and Traveling by Several Modes of Transportation in Bogotá, Colombia: Protocol for a Mixed Methods Study (ITHACA)","year":2021,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental health; Air pollution; Public transport; Built environment; Sample (material); Public health; Geography; Transport engineering; Business; Environmental planning; Medicine; Engineering; Civil engineering; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02122282,0.003198735,0.003075389,0.003331323,0.003853844,0.001881975,0.002649484,0.002200517,0.02935674],"category_scores_gemma":[0.01147815,0.002349002,0.002341959,0.002380133,0.00152843,0.001165638,0.001717041,0.002192603,0.005273251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003578932,"about_ca_system_score_gemma":0.01313099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00826662,"about_ca_topic_score_gemma":0.01878965,"domain_scores_codex":[0.9887164,0.006187234,0.001920558,0.001321211,0.0008048627,0.001049686],"domain_scores_gemma":[0.9926911,0.001809923,0.0008408248,0.0009267605,0.002987186,0.000744181],"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":[0.04209577,0.04967706,0.05170959,0.0550879,0.0010252,0.00675439,0.05616327,0.01152321,0.04493045,0.01665672,0.1096651,0.5547114],"study_design_scores_gemma":[0.03523167,0.03186771,0.2440154,0.01944274,0.0008164859,0.001093283,0.04373421,0.01015065,0.0173435,0.01098466,0.5844304,0.0008891816],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006862729,0.0001830979,0.006166378,0.0001262143,0.0001050477,0.9830089,0.001831975,0.0000614638,0.00165419],"genre_scores_gemma":[0.001994921,0.0001263176,0.009181932,0.00005545044,0.00001584805,0.9879928,0.000240077,0.000004219169,0.0003883113],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02935674,"threshold_uncertainty_score":0.1122384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.209035652220588,"score_gpt":0.5768772297077077,"score_spread":0.3678415774871197,"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."}}