{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001296692,0.0008865179,0.0009844126,0.0008708988,0.0006343724,0.001000969,0.002676808,0.001879491,0.004260061],"category_scores_gemma":[0.001665535,0.0006172498,0.0005880177,0.0002968501,0.0005806498,0.0008660738,0.001074726,0.0007869517,0.001618631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004762087,"about_ca_system_score_gemma":0.001173461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000586641,"about_ca_topic_score_gemma":0.000383079,"domain_scores_codex":[0.9982363,0.0002957791,0.000153877,0.0003087483,0.0008012662,0.0002041216],"domain_scores_gemma":[0.9983568,0.0002107808,0.0001764951,0.0002091571,0.0008036619,0.0002430971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00127821,0.001094106,0.007861375,0.001403227,0.0001169682,0.001252229,0.0007265197,0.008936052,0.7870277,0.006850359,0.002258125,0.1811952],"study_design_scores_gemma":[0.0008437975,0.01582348,0.02099673,0.0002334531,0.0005115768,0.00338926,0.0004730811,0.1361013,0.7260708,0.001199233,0.09403394,0.0003233302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1358247,0.0003767052,0.8504338,0.0004632431,0.0003814664,0.002812628,0.0001881487,0.002957687,0.006561578],"genre_scores_gemma":[0.4206301,0.0002782552,0.5677601,0.0002662623,0.00007086281,0.001895055,0.0002178388,0.0002094905,0.008671999],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004260061,"threshold_uncertainty_score":0.01425135,"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."}}