{"id":"W2066414956","doi":"10.1002/ppul.21010","title":"Predictors of major intervention in infants with bronchiolitis","year":2009,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Respiratory viral infections research","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Bronchiolitis; Respiratory distress; Wheeze; Apnea; Oxygen saturation; Prospective cohort study; Emergency department; Pediatrics; Cohort; Internal medicine; Respiratory system; Anesthesia; Oxygen","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000207497,0.00009892707,0.0002734427,0.0007486026,0.00001826427,0.00000437478,0.00008670081,0.0001299741,0.0001049498],"category_scores_gemma":[0.0002003062,0.00008165416,0.00005346508,0.0006920461,0.00006426507,0.000096936,0.0000254726,0.0002773429,0.00002816452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008522975,"about_ca_system_score_gemma":0.0001005773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001610883,"about_ca_topic_score_gemma":0.0000655957,"domain_scores_codex":[0.9988958,0.00008897889,0.0003611232,0.0002111932,0.0001650513,0.0002779129],"domain_scores_gemma":[0.9994533,0.00004639093,0.00009842963,0.0002375398,0.00008522426,0.0000791361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003147311,0.0003645011,0.9831505,0.00005069136,0.00001820252,0.00007379012,0.00003763129,0.00000787506,0.0006871228,0.0001571576,0.0001746581,0.01496307],"study_design_scores_gemma":[0.001857486,0.002316117,0.9943094,0.00001864635,0.00004417451,0.00008443969,0.00001759333,0.00004124022,0.0006878726,0.0001976283,0.0003576811,0.00006778023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947972,0.0006097854,0.0001377738,0.0002634985,0.00008666876,0.0003355589,0.000003764698,0.00003805183,0.003727642],"genre_scores_gemma":[0.9991677,0.0001458464,0.0001573095,0.00006627137,0.0002085879,0.0000221849,0.000008563084,0.000009065497,0.000214476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01489529,"threshold_uncertainty_score":0.332976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464120397252767,"score_gpt":0.3139379304080872,"score_spread":0.2992967264355595,"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."}}