{"id":"W2913596799","doi":"10.1016/j.ijporl.2017.08.031","title":"Book Review","year":2017,"lang":"en","type":"article","venue":"International Journal of Pediatric Otorhinolaryngology","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Gross examination; Tonsil; Tonsillectomy; Lymphoid hyperplasia; Malignancy; Follicular hyperplasia; Pathology; Surgical pathology; Medical diagnosis; Histopathology; Clinical pathology; Hyperplasia; Lymphoma; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004621813,0.0007521886,0.0006879885,0.002413284,0.0009920658,0.002721056,0.0009831501,0.001707072,0.2597732],"category_scores_gemma":[0.002978412,0.0003081591,0.0004437357,0.001727629,0.000522178,0.00174207,0.001506882,0.002438022,0.2015418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009335731,"about_ca_system_score_gemma":0.001850697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002075955,"about_ca_topic_score_gemma":0.006839792,"domain_scores_codex":[0.9995381,0.00004872413,0.00001708023,0.00005193988,0.0002963511,0.00004792744],"domain_scores_gemma":[0.9983225,0.0002967767,0.0000794238,0.00009055426,0.0007824008,0.0004283091],"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":[0.000006282294,0.000009817657,0.00004333456,0.00006997382,0.000001764656,0.0000757081,0.00001111508,0.00002826931,0.00006278721,0.0008569105,0.9414312,0.05740284],"study_design_scores_gemma":[0.000002151844,0.00000402213,0.00007148689,0.00007817089,0.0000015067,0.0001716056,0.00001354327,0.000009323991,0.00002198557,0.00035888,0.9992654,0.000001955707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0007682071,0.1448078,0.00220318,0.03811591,0.1505385,0.0001863967,0.0007949334,0.0006857048,0.6618993],"genre_scores_gemma":[0.001573673,0.03355104,0.0007485725,0.009862484,0.02372335,0.00006533352,0.0004221903,0.000184604,0.9298687],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.2597732,"threshold_uncertainty_score":0.869028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093788743512512,"score_gpt":0.3425806461491315,"score_spread":0.3216427587140064,"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."}}