{"id":"W2890885556","doi":"10.23889/ijpds.v3i4.923","title":"Comparing two asthma diagnoses using a prospective cohort of young children","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"False positive paradox; Medicine; Asthma; Cohen's kappa; Kappa; Medical diagnosis; Pediatrics; False positives and false negatives; Cohort; Positive predicative value; Predictive value; Internal medicine; Statistics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003606731,0.000484685,0.0005079589,0.001708733,0.001090507,0.001338173,0.0008945624,0.00095593,0.001423111],"category_scores_gemma":[0.006513455,0.0006305953,0.001600608,0.001390429,0.0005403092,0.0007207845,0.001438871,0.0007907113,0.0004565302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524957,"about_ca_system_score_gemma":0.001155472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05457393,"about_ca_topic_score_gemma":0.03755742,"domain_scores_codex":[0.9959466,0.001215119,0.0004720697,0.001002427,0.0007604824,0.0006033431],"domain_scores_gemma":[0.9948561,0.0009469884,0.00232738,0.0005660067,0.0007783977,0.0005252032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001212833,0.00002575981,0.9992328,0.000007494029,0.00005645712,0.00003183366,0.00007695123,0.00001907709,0.0000469152,0.000007470653,0.00003486622,0.0003390559],"study_design_scores_gemma":[0.00001606241,0.0002043883,0.9991099,0.000007353948,0.00003596185,0.0001365298,0.000222968,0.00009758602,0.00004187215,0.000007330889,0.0001160674,0.00000392172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985076,0.0001695819,0.0001561379,0.00002214524,0.00001207125,0.00007057018,0.000764088,0.000003461053,0.0002943423],"genre_scores_gemma":[0.9975261,0.000116445,0.0003579845,0.00004032603,0.00001467764,0.0001355258,0.001622752,0.000002838493,0.0001833769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05457393,"threshold_uncertainty_score":0.1085125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05664827059341418,"score_gpt":0.4071299239490178,"score_spread":0.3504816533556036,"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."}}