{"id":"W2120329352","doi":"10.1109/pacrim.2011.6032981","title":"Design and implementation of a low cost electronic stethoscope","year":2011,"lang":"en","type":"article","venue":"","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Stethoscope; Telemedicine; Electronics; Health care; Computer science; Medical services; Engineering; Medicine; Electrical engineering","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":[0.0001956493,0.00002723004,0.00003308778,0.00004106024,0.00002559524,0.0000152191,0.0001133229,0.000008782656,0.0004516676],"category_scores_gemma":[0.000005064762,0.00002454924,0.00001253309,0.00008622171,0.00001077485,0.0001297935,0.00002269981,0.00003159845,0.00001363291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009827791,"about_ca_system_score_gemma":0.00005867431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009663204,"about_ca_topic_score_gemma":0.00001957018,"domain_scores_codex":[0.9996551,0.0000560158,0.00008804619,0.00008049022,0.00004016289,0.00008022827],"domain_scores_gemma":[0.9997805,0.00002340679,0.00004064183,0.00009959012,0.00003425801,0.0000216302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000006969607,0.0002310517,0.02226092,0.00003757499,0.0000409414,4.961742e-7,0.02283707,0.00001760604,0.001595599,0.8121675,0.002970938,0.1378334],"study_design_scores_gemma":[0.002663138,0.002488676,0.6498151,0.0001252305,0.00004052378,0.00004100053,0.01012944,0.03013575,0.2640615,0.02909175,0.01069793,0.0007100113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03070648,0.00002684572,0.9680395,0.0001572548,0.00004489624,0.0001165237,7.378328e-8,0.00002593343,0.0008825557],"genre_scores_gemma":[0.915863,0.000007212751,0.08357067,0.00008137892,0.000002612477,0.00001280323,4.0485e-7,0.000001566865,0.0004604083],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8851565,"threshold_uncertainty_score":0.4945443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05231246148702725,"score_gpt":0.3492486819903769,"score_spread":0.2969362205033497,"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."}}