{"id":"W4382118123","doi":"10.1007/978-3-031-26662-1_3","title":"Non-Neoplastic","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Salivary Gland Tumors Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Sialadenitis; Neoplastic disease; Pathology; Malignancy; Medicine; Salivary gland; Neoplastic transformation; Cancer; Internal medicine; Carcinogenesis","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":[0.0001775556,0.000455731,0.0002936426,0.0005662086,0.0006345399,0.001186154,0.0006721667,0.0005648664,0.1466843],"category_scores_gemma":[0.0005010582,0.0001870583,0.000292634,0.000416935,0.000540226,0.001011487,0.001078012,0.0009246185,0.06463678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004855049,"about_ca_system_score_gemma":0.0006703543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001169196,"about_ca_topic_score_gemma":0.003772077,"domain_scores_codex":[0.9998546,0.00001532614,0.000005412006,0.0000311427,0.00007077854,0.00002274653],"domain_scores_gemma":[0.9998897,0.00003066037,0.00000829047,0.00002008364,0.00003203962,0.00001911849],"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":[0.00006239975,0.0001238364,0.0008553501,0.0004508391,0.000007211925,0.001470174,0.0006056098,0.0002310358,0.00580316,0.07172168,0.4180561,0.5006126],"study_design_scores_gemma":[0.000002052033,0.00002298941,0.0007124158,0.0000791706,0.000002772808,0.001963439,0.00007538326,0.00004951351,0.0005209693,0.003378696,0.9931896,0.000002962784],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001748081,0.007798103,0.001982685,0.0006551211,0.0009226123,0.00005168626,0.0002032071,0.0001562783,0.9864823],"genre_scores_gemma":[0.004044569,0.002969945,0.0005711623,0.0004350902,0.0001868266,0.00001561494,0.0001370372,0.00003888879,0.9916009],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1466843,"threshold_uncertainty_score":0.4907078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03145147546087922,"score_gpt":0.2626418394392454,"score_spread":0.2311903639783662,"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."}}