{"id":"W4307019613","doi":"10.1002/9781119802181.ch14","title":"Oncology","year":2022,"lang":"en","type":"other","venue":"","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Disease; Liver disease; Abnormality; Cancer; Liver function tests; Internal medicine; Medical prescription; Oncology; Pharmacology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003162695,0.0005060167,0.0002801247,0.0009177917,0.0008573135,0.001274272,0.0004398333,0.0008458851,0.2154426],"category_scores_gemma":[0.00161249,0.000147797,0.000350645,0.0006637014,0.000378125,0.0006890088,0.0008694772,0.001315754,0.1007905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009148063,"about_ca_system_score_gemma":0.001032601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009617946,"about_ca_topic_score_gemma":0.002431071,"domain_scores_codex":[0.9997413,0.00005471153,0.00001871363,0.00003844558,0.00009703879,0.00004980174],"domain_scores_gemma":[0.9991956,0.00009032575,0.00008474532,0.00008866745,0.0002292748,0.0003113686],"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":[0.0001150959,0.0001112555,0.00248224,0.0004282619,0.00002418414,0.001398235,0.00006024483,0.000132752,0.0007722444,0.006785962,0.5756756,0.4120138],"study_design_scores_gemma":[0.00001957257,0.00003007326,0.00138978,0.0002457008,0.000007873733,0.003998276,0.00002814459,0.00005653145,0.0002040596,0.002050124,0.991966,0.000003805056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004190791,0.03476747,0.001974858,0.01276674,0.006578892,0.0002171531,0.001848812,0.0006239007,0.9370314],"genre_scores_gemma":[0.0607693,0.05130915,0.004834845,0.01316863,0.008696498,0.0002097274,0.004410349,0.0004052477,0.8561963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7845575,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01694430168190265,"score_gpt":0.3146898146842841,"score_spread":0.2977455130023815,"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."}}