{"id":"W4406651692","doi":"10.1016/b978-1-4160-2911-3.50045-5","title":"10.1016/b978-1-4160-2911-3.50045-5","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Malignancy; Medicine; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001139248,0.0005212988,0.000778027,0.0003290563,0.00007204601,0.00003184644,0.0002448599,0.0005311041,0.9986813],"category_scores_gemma":[0.00003529978,0.0005022303,0.0003464759,0.00006187022,0.00008384052,0.00005765152,0.00007322206,0.0005841879,0.9980628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001041195,"about_ca_system_score_gemma":0.0001788977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002337839,"about_ca_topic_score_gemma":0.000001136049,"domain_scores_codex":[0.9980581,0.00001073332,0.0004118882,0.000564645,0.0005148662,0.0004397313],"domain_scores_gemma":[0.9985682,0.00004691267,0.0001000205,0.0007893738,0.0001064443,0.0003890411],"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":[0.0002043323,0.00004163267,2.341573e-8,0.00004960516,0.000142803,0.0001118214,0.00001423642,0.000001522289,0.000007395783,0.0000326628,0.6304899,0.368904],"study_design_scores_gemma":[0.0007851243,0.0005279442,0.000002676458,0.0003890297,0.0003729198,0.00007200439,0.000001198496,0.00000618167,0.00001518863,0.000217799,0.9970948,0.0005151868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000002264173,0.0007821296,3.931554e-7,0.001010295,0.000005270248,0.000680521,0.00006778469,0.0002499368,0.9972014],"genre_scores_gemma":[0.000001120405,0.000006945146,0.00008089338,0.0005051483,0.0005637875,0.0000191098,0.0002974375,0.0001831756,0.9983424],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3683888,"threshold_uncertainty_score":0.9997429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009923104289416047,"score_gpt":0.1958095487993689,"score_spread":0.1858864445099529,"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."}}