{"id":"W2908647454","doi":"10.1177/014556131709600309","title":"Presbyphonia: What Can be Done?","year":2017,"lang":"en","type":"article","venue":"Ear Nose & Throat Journal","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003662548,0.0001609527,0.0002859734,0.00007468234,0.000775967,0.000635742,0.0003022263,0.0001095262,0.00103615],"category_scores_gemma":[0.0002275531,0.0001258729,0.0001840372,0.00003652572,0.000146832,0.0007282521,0.00007768392,0.0006454375,0.0001727007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006098532,"about_ca_system_score_gemma":0.0002154882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150812,"about_ca_topic_score_gemma":0.0003126659,"domain_scores_codex":[0.9987255,0.00004058804,0.0002297667,0.0001817467,0.0004391955,0.0003831491],"domain_scores_gemma":[0.998734,0.00002438981,0.0001950056,0.0005950071,0.0001228753,0.000328719],"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":[0.001044363,0.001330944,0.2515616,0.0002044687,0.001426149,0.007600445,0.01701854,0.000024164,0.03198676,0.000531032,0.3800271,0.3072444],"study_design_scores_gemma":[0.009739181,0.001059267,0.5044351,0.001120186,0.0005496714,0.007086507,0.007160684,0.000078545,0.01141311,0.001566867,0.4550731,0.0007177892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9337863,0.002710259,0.0000815192,0.04721983,0.001492276,0.0002052981,0.000004400026,0.00004054308,0.01445962],"genre_scores_gemma":[0.9826986,0.005139415,0.0005215451,0.002828042,0.001218186,0.000002850808,0.00000459257,0.00003728006,0.007549441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3065266,"threshold_uncertainty_score":0.999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03757207868996348,"score_gpt":0.3229155355185759,"score_spread":0.2853434568286124,"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."}}