{"id":"W4415219352","doi":"10.1002/ppul.71271","title":"Validation of an Asthma Knowledge Tool to Assess the Efficacy of Comprehensive Asthma Education","year":2025,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario; London Health Sciences Centre; Western University","funders":"University of Ottawa","keywords":"Asthma; Asthma management; Quality (philosophy); Quality management; MEDLINE; Quality assessment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01599558,0.0004866572,0.0007378704,0.001653164,0.0005909653,0.0009092894,0.001017044,0.000761668,0.001611045],"category_scores_gemma":[0.02713078,0.0004264863,0.001316546,0.001029284,0.0006275115,0.0006825286,0.001123317,0.0008858298,0.0005051322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001641395,"about_ca_system_score_gemma":0.002682946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007226062,"about_ca_topic_score_gemma":0.01375682,"domain_scores_codex":[0.9910979,0.002531879,0.001451889,0.0004813353,0.004012069,0.0004248794],"domain_scores_gemma":[0.969261,0.01518239,0.005519799,0.00118294,0.007874333,0.000979451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000730643,0.001751785,0.9352362,0.0002644119,0.0002121918,0.00007607209,0.001363209,0.0005710276,0.001037289,0.00008086672,0.001480372,0.05719593],"study_design_scores_gemma":[0.0001523786,0.001687401,0.9946467,0.00008681354,0.00006619995,0.000103993,0.0003244305,0.00113683,0.0006293101,0.00003590641,0.001112173,0.00001776615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870222,0.0003190251,0.002970778,0.0001946126,0.00005783078,0.003627625,0.001349378,0.00009138679,0.004367092],"genre_scores_gemma":[0.9845476,0.0002181591,0.008741635,0.0001158558,0.00003039323,0.00367792,0.001546842,0.0000128749,0.001108731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01599558,"threshold_uncertainty_score":0.08459371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159809490653629,"score_gpt":0.3351860402328907,"score_spread":0.3135879453263544,"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."}}