{"id":"W4400288268","doi":"10.1121/10.0027356","title":"Ontario Class 4 classification","year":2024,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Class (philosophy); Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003820894,0.0007460976,0.0008667698,0.004843056,0.003248138,0.002682992,0.002935172,0.001256923,0.07369259],"category_scores_gemma":[0.01677272,0.0004152382,0.001312584,0.005160742,0.001194389,0.001475032,0.00201516,0.001545233,0.02004267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01747427,"about_ca_system_score_gemma":0.04758751,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6126816,"about_ca_topic_score_gemma":0.785998,"domain_scores_codex":[0.9938424,0.0005647299,0.0009299215,0.0005469391,0.003126633,0.0009894196],"domain_scores_gemma":[0.9821159,0.0007283448,0.001529064,0.0006810755,0.01361596,0.001329732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005875811,0.0001519563,0.06034743,0.001059862,0.00006235486,0.0002951778,0.001411023,0.0009060134,0.001031935,0.01568473,0.6856382,0.2328237],"study_design_scores_gemma":[0.0001622281,0.0001884476,0.0674978,0.001366839,0.00009816801,0.0004735068,0.0009978618,0.002206602,0.0008978809,0.006302247,0.9196932,0.0001150848],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0520868,0.005058913,0.04738563,0.01971623,0.002989625,0.01330644,0.1539966,0.001830018,0.7036298],"genre_scores_gemma":[0.279887,0.008049881,0.1208978,0.00921868,0.0009505526,0.01404465,0.1419667,0.001614851,0.4233699],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6126816,"threshold_uncertainty_score":0.7791987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1374852302040978,"score_gpt":0.4283360373226503,"score_spread":0.2908508071185525,"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."}}