{"id":"W4406512496","doi":"10.1016/j.yoto.2013.02.050","title":"10.1016/j.yoto.2013.02.050","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Radiation therapy; Glottis; Laser surgery; Surgery; Carcinoma; Laser; Larynx; Internal medicine; Optics","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":[0.0001669186,0.0005178927,0.001907344,0.0003692303,0.0000587227,0.00003341498,0.0003065917,0.0004147599,0.9963472],"category_scores_gemma":[0.00006933325,0.0004132256,0.0006265648,0.0004898628,0.00004382904,0.0000511488,0.00006730975,0.0005085286,0.9984539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009607134,"about_ca_system_score_gemma":0.0003199516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004939576,"about_ca_topic_score_gemma":5.588443e-7,"domain_scores_codex":[0.9980324,0.00007190542,0.0005402424,0.0005108094,0.0003628531,0.000481772],"domain_scores_gemma":[0.9985877,0.00007898926,0.0001213059,0.0007957041,0.00005675853,0.0003595489],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001403449,0.00005422643,1.934355e-9,0.002081341,0.00009807263,0.00002967604,0.000002908169,9.934973e-8,1.556646e-8,9.239497e-8,0.3944512,0.6032684],"study_design_scores_gemma":[0.0003031327,0.0003582338,1.00537e-7,0.00652991,0.00131179,0.000114794,6.773968e-7,0.000001290958,1.447756e-7,9.551957e-7,0.9909657,0.0004132374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.346207e-8,0.4926458,7.249542e-8,0.00009717826,0.000001990127,0.0007240241,0.00002350428,0.00009165151,0.5064157],"genre_scores_gemma":[4.441666e-10,0.4434595,0.0000343194,0.00005476121,0.0002483306,0.00007324453,0.0002095201,0.00007402915,0.5558463],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6028551,"threshold_uncertainty_score":0.999832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02215849543595045,"score_gpt":0.2635307744524837,"score_spread":0.2413722790165332,"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."}}