{"id":"W3157851609","doi":"10.1111/pai.13530","title":"Decision tree‐based rules outperform risk scores for childhood asthma prognosis","year":2021,"lang":"en","type":"article","venue":"Pediatric Allergy and Immunology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"Canadian Institutes of Health Research; Reseau canadien de recherche respiratoire; Canadian Lung Association; Agency for Healthcare Research and Quality; British Columbia Lung Association; Manitoba Medical Service Foundation; Heart and Stroke Foundation of Canada","keywords":"Medicine; Asthma; Decision tree; MEDLINE; Machine learning; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.000107789,0.0002035578,0.0003640148,0.0001634613,0.0002735096,0.00002073509,0.00008064084,0.0002148196,0.0001845263],"category_scores_gemma":[0.0004799829,0.0001609255,0.0001916508,0.0001745139,0.0001021121,0.00006707011,0.00006924208,0.0001892499,0.00003072941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002105206,"about_ca_system_score_gemma":0.0003669392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001041365,"about_ca_topic_score_gemma":0.00002494168,"domain_scores_codex":[0.9987558,0.00005912859,0.0003119303,0.0004025736,0.0001365259,0.0003340663],"domain_scores_gemma":[0.9990202,0.0002980477,0.0001246539,0.0002512919,0.000177235,0.000128532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001819197,0.001609173,0.3650599,0.000142441,0.000511364,0.0001057575,0.0002006734,0.00002228937,0.0002425637,0.0003499839,0.002502576,0.6274341],"study_design_scores_gemma":[0.004616132,0.001215863,0.9513476,0.00003228622,0.0002184792,0.00004845827,0.0001604143,0.00023722,0.0006472894,0.0003602466,0.0408878,0.0002282118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580881,0.03941,0.001150334,0.0003471683,0.0003122347,0.0003047433,0.00005090695,0.00006714872,0.0002693776],"genre_scores_gemma":[0.9848375,0.009690083,0.003813145,0.0004168212,0.0006607472,0.0001290781,0.0001556624,0.00003529426,0.0002617074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6272058,"threshold_uncertainty_score":0.6562351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008271307725540975,"score_gpt":0.2418132059302805,"score_spread":0.2335418982047395,"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."}}