{"id":"W2245076737","doi":"10.1155/2013/248167","title":"Quantitative Sputum Cell Counts to Monitor Bronchitis: A Qualitative Study of Physician and Patient Perspectives","year":2013,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Sputum; Bronchitis; Chronic bronchitis; Internal medicine; Asthma; Intensive care medicine; Airway; Immunology; Pathology; Tuberculosis; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02318817,0.0003556286,0.0007536673,0.001625415,0.003154068,0.002794287,0.000943466,0.001070214,0.001422709],"category_scores_gemma":[0.04132555,0.000507896,0.000473316,0.001460949,0.003681088,0.0021281,0.002637557,0.001971915,0.0002309639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003352324,"about_ca_system_score_gemma":0.002958455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005961343,"about_ca_topic_score_gemma":0.008205878,"domain_scores_codex":[0.9791575,0.01645561,0.0006855584,0.0005488949,0.001909096,0.001243309],"domain_scores_gemma":[0.9404594,0.04536838,0.004921467,0.0006276886,0.00536083,0.003262211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001105631,0.0001996974,0.05585242,0.0002826345,0.00002608927,0.0004349338,0.9339793,0.00004936014,0.001159095,0.0002813149,0.0005750905,0.007049507],"study_design_scores_gemma":[0.00001861226,0.0004573328,0.0276193,0.0001730284,0.00001442045,0.0003339627,0.9671586,0.0001732871,0.0003150184,0.0001078946,0.003589828,0.00003877271],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967245,0.0004004101,0.0004458384,0.0009772391,0.00003090719,0.0001338497,0.0001105165,0.000005323993,0.001171475],"genre_scores_gemma":[0.9978497,0.0003999236,0.0004934669,0.0005805598,0.00001838596,0.0001659598,0.00005217317,0.000007142467,0.0004326655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02318817,"threshold_uncertainty_score":0.1226323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981755929864894,"score_gpt":0.3078090730457994,"score_spread":0.2879915137471504,"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."}}