{"id":"W4311561590","doi":"10.1016/j.hlc.2022.11.001","title":"Rationale and Design of a Study to Test the Effect of Personal Protective Aids on Hypertension and Diabetes in People Living With High Levels of Air Pollution—Study Protocol","year":2022,"lang":"en","type":"article","venue":"Heart Lung and Circulation","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"","keywords":"Medicine; Diabetes mellitus; Blood pressure; Crossover study; Intervention (counseling); Randomized controlled trial; Environmental health; Internal medicine; Nursing; Placebo","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":[0.001110433,0.00005755466,0.0001411814,0.00004003146,0.0001815445,0.000003652518,0.00001778586,0.00001098636,0.00001699208],"category_scores_gemma":[0.0001138588,0.00003956708,0.000006234106,0.0001872925,0.00003829889,0.00006310707,0.00004304264,0.00006163416,1.136476e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004647752,"about_ca_system_score_gemma":0.00001575784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005693785,"about_ca_topic_score_gemma":0.0001373107,"domain_scores_codex":[0.998942,0.0004670193,0.0001391122,0.0001393639,0.0002379508,0.00007450734],"domain_scores_gemma":[0.9994413,0.0003970066,0.00006689761,0.0000582458,0.000008820944,0.00002768841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000148929,0.0003601948,0.9742464,0.00006747578,0.000004968358,1.160604e-7,0.00885894,0.0129898,0.002989829,0.000002252468,0.000003912331,0.0003271519],"study_design_scores_gemma":[0.0008437322,0.0084167,0.9803758,0.000046717,0.00001098358,0.000001959653,0.002018235,0.008027958,0.0002020238,0.0000142245,8.156845e-7,0.00004080555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9652746,0.00000304359,0.00007463837,0.0002071138,0.000002867411,0.03442739,0.000005151358,0.00000280775,0.000002355973],"genre_scores_gemma":[0.9932511,5.264383e-8,0.0000541277,0.00006236423,0.000003217761,0.006623323,2.578369e-7,0.000003433859,0.000002116038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02797648,"threshold_uncertainty_score":0.1613499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02865886010415825,"score_gpt":0.2825275524469432,"score_spread":0.2538686923427849,"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."}}