{"id":"W4399920319","doi":"10.1016/j.chpulm.2024.100079","title":"Machines Are Learning Chest Auscultation. Will They Also Become Our Teachers?","year":2024,"lang":"en","type":"article","venue":"CHEST Pulmonary","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Purdue University","keywords":"Auscultation; Medicine; Cardiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01328972,0.0009171299,0.001096219,0.002104725,0.001712938,0.007701778,0.001813998,0.009108807,0.01379176],"category_scores_gemma":[0.05773648,0.0006709817,0.0009186705,0.001137847,0.008043069,0.02663382,0.002972526,0.008589671,0.01113302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667599,"about_ca_system_score_gemma":0.002832979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002437956,"about_ca_topic_score_gemma":0.002115743,"domain_scores_codex":[0.9927946,0.00371449,0.0002659943,0.001009314,0.00136512,0.0008503729],"domain_scores_gemma":[0.9537336,0.02066215,0.003561905,0.003147453,0.00952688,0.009368042],"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":[0.0002484389,0.0004015437,0.01799276,0.0008005715,0.00009536642,0.0003622148,0.004486283,0.000724885,0.001030358,0.09769584,0.3684973,0.5076644],"study_design_scores_gemma":[0.00008328678,0.0002835155,0.006974339,0.001527819,0.0000520562,0.0007109023,0.004803416,0.001591153,0.001000719,0.1819251,0.8008643,0.0001833257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008089079,0.05926131,0.01991756,0.8743053,0.01351012,0.00005623205,0.0002938317,0.0005354742,0.02403101],"genre_scores_gemma":[0.3350773,0.1278798,0.09014132,0.3409786,0.03353201,0.0006065949,0.001026316,0.0007001561,0.07005798],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01379176,"threshold_uncertainty_score":0.07028359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674704946070651,"score_gpt":0.288932095795522,"score_spread":0.2721850463348156,"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."}}