{"id":"W2777318833","doi":"10.1002/ppul.23930","title":"The highs and lows of wheezing: A review of the most popular adventitious lung sound","year":2017,"lang":"en","type":"review","venue":"Pediatric Pulmonology","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Wheeze; Medicine; Meaning (existential); Sound (geography); Relevance (law); Documentation; Lung function; Airway obstruction; Respiratory sounds; Lung; Intensive care medicine; Asthma; Airway; Surgery; Psychology; Psychotherapist","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":[0.0008307949,0.0002705296,0.001816876,0.0002079906,0.0001911388,0.00001142537,0.0004962388,0.0003036566,0.000008068289],"category_scores_gemma":[0.0008984992,0.0001431468,0.000849724,0.0004555905,0.0003245166,0.00004128923,0.0001929372,0.0004401087,0.000002158826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002926358,"about_ca_system_score_gemma":0.0002610793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003087139,"about_ca_topic_score_gemma":0.000003493697,"domain_scores_codex":[0.9980208,0.0003346591,0.0009166211,0.0002893005,0.0002108424,0.0002277431],"domain_scores_gemma":[0.9969362,0.0002593648,0.001600032,0.0009802399,0.0001691019,0.00005504358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001581905,0.00008168487,0.001629111,0.2461445,0.0005318861,0.00001980641,0.0000277973,1.227125e-8,7.816209e-7,0.0008451584,0.008732381,0.7419711],"study_design_scores_gemma":[0.000165014,0.00008150886,0.0003796585,0.01789548,0.00564436,0.0002140318,0.000004314442,4.571908e-7,0.00000193116,0.0008970958,0.9745677,0.0001484669],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003442529,0.9971524,0.0000276214,0.0002421713,0.0002948478,0.001411602,0.00005797937,0.00002976218,0.0007491886],"genre_scores_gemma":[0.0002854465,0.9989045,0.00006977345,0.00007670801,0.0002389127,0.0001622641,0.00003955477,0.00002609819,0.0001967345],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9658353,"threshold_uncertainty_score":0.5837356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03999334877495699,"score_gpt":0.3653917074684326,"score_spread":0.3253983586934757,"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."}}