{"id":"W2061244888","doi":"10.1159/000266237","title":"Vocal Fatigue Among Teachers","year":2009,"lang":"en","type":"article","venue":"Folia Phoniatrica et Logopaedica","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":274,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hospital Edmonton","funders":"","keywords":"Anxiety; Psychology; Loudness; Audiology; Clinical psychology; Medicine; Psychiatry","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":[0.0003356808,0.0002860845,0.0004482632,0.0002520933,0.0001203675,0.00003554813,0.0002246542,0.000261858,0.0005224832],"category_scores_gemma":[0.0003117483,0.0002440808,0.0002901544,0.000557604,0.0001311325,0.000165302,0.00003776782,0.0006794097,0.000306989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009430325,"about_ca_system_score_gemma":0.0002479866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000115592,"about_ca_topic_score_gemma":0.00002757073,"domain_scores_codex":[0.9978853,0.00007873362,0.0003888819,0.0004510676,0.0006017634,0.0005942332],"domain_scores_gemma":[0.9987929,0.00006613842,0.0001140994,0.0004859043,0.00007655709,0.0004643649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0004289956,0.00194264,0.1680084,0.00008180305,0.0002666135,0.0008450855,0.003070896,0.00004097508,0.001642277,0.002165613,0.7090669,0.1124399],"study_design_scores_gemma":[0.005917269,0.00199643,0.8155482,0.0001210344,0.0005117019,0.0001618868,0.0006558287,0.000479004,0.0006833568,0.001707236,0.171461,0.0007570017],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8147227,0.001705588,0.002040331,0.04073258,0.0004540924,0.0008790595,0.00001414353,0.0007380135,0.1387135],"genre_scores_gemma":[0.9871923,0.0003089783,0.001494216,0.007757301,0.0004453521,0.00001516427,0.00005078622,0.00003475128,0.002701184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6475399,"threshold_uncertainty_score":0.9953326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01719995242772975,"score_gpt":0.3055913979197192,"score_spread":0.2883914454919895,"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."}}