{"id":"W2790309209","doi":"10.1503/cmaj.170660","title":"Hoarseness of unclear origin in adults","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Laryngitis; Primary care; Medicine; Medical diagnosis; Family medicine; Dermatology; Pediatrics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001131452,0.00006163221,0.0001948039,0.0002334838,0.00005595882,0.0000097876,0.00009050546,0.0002378483,0.003502086],"category_scores_gemma":[0.001825614,0.00005511292,0.00005759192,0.0003086105,0.00005327495,0.00006050507,0.000005185167,0.0004674442,0.0001379369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004892784,"about_ca_system_score_gemma":0.002730444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006261731,"about_ca_topic_score_gemma":0.1254407,"domain_scores_codex":[0.9984228,0.00007272174,0.0003223026,0.00008525371,0.0007990136,0.0002978982],"domain_scores_gemma":[0.9985727,0.00005601638,0.0001159088,0.00006967809,0.0003725845,0.0008131327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008364702,0.00008338362,0.8514737,0.00003274937,0.00007251497,0.0005102412,0.001138691,6.414933e-7,0.00003720799,0.0003472131,0.06973318,0.07648675],"study_design_scores_gemma":[0.005962777,0.0004409878,0.5743836,0.0008656536,0.00003776397,0.0003935136,0.002327625,0.0005821133,0.0001542253,0.0004150541,0.4142427,0.0001940416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664164,0.00008070449,0.00002007768,0.02233387,0.0004335468,0.00007298868,0.000004975458,0.000006057066,0.01063138],"genre_scores_gemma":[0.9928014,0.00009417573,0.00009239004,0.005640851,0.0009330721,0.000001025822,0.000003574505,0.000008993947,0.0004245162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3445095,"threshold_uncertainty_score":0.9974089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007477220801164699,"score_gpt":0.2585925720287131,"score_spread":0.2511153512275484,"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."}}