{"id":"W4282973605","doi":"10.1186/s12890-022-02030-x","title":"Lung disease burden assessment by oscillometry in a systematically disadvantaged urban population experiencing homelessness or at-risk for homelessness in Ottawa, Canada from a prospective observational study","year":2022,"lang":"en","type":"article","venue":"BMC Pulmonary Medicine","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Mental Health Association; Regent Park Community Health Centre; University of Toronto; University of Ottawa; Ottawa Hospital","funders":"Champlain Local Health Integration Network; Ottawa Hospital Research Institute","keywords":"Medicine; Spirometry; COPD; Population; Internal medicine; Bronchodilator; Physical therapy; Asthma; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002295346,0.0004179467,0.001617688,0.0003115545,0.001630674,0.00001342722,0.000458564,0.000110864,0.0006639256],"category_scores_gemma":[0.0009711792,0.0003433383,0.00006670062,0.001278105,0.00005976175,0.0002529787,0.0003574045,0.0007739331,9.000619e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005975365,"about_ca_system_score_gemma":0.001660509,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.706008,"about_ca_topic_score_gemma":0.9245028,"domain_scores_codex":[0.992659,0.002332317,0.001797607,0.000891459,0.001547334,0.0007723256],"domain_scores_gemma":[0.9952502,0.003018219,0.0007276482,0.0004848441,0.0001866159,0.0003324906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001130253,0.0005782297,0.9335101,0.001053758,0.00003388512,0.0001681759,0.06264208,0.0003917815,0.00003474889,0.0002038448,0.00009635725,0.00015674],"study_design_scores_gemma":[0.002778515,0.0001077364,0.5988954,0.0003982049,0.00005533288,1.380782e-7,0.3887866,0.008510402,2.612391e-7,0.0001464371,0.00007324251,0.0002477589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887971,0.001008675,0.000474353,0.000218165,0.0009109614,0.007276398,0.001187709,0.00006213138,0.00006445678],"genre_scores_gemma":[0.9839837,0.00001582549,0.00008465886,0.00006164966,0.000493558,0.01306252,0.001824221,0.00007710715,0.0003967458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3346147,"threshold_uncertainty_score":0.9999019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05148187315232444,"score_gpt":0.3967804013096737,"score_spread":0.3452985281573493,"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."}}