{"id":"W4244669751","doi":"10.1002/9780471420194.tnmc04.pub3","title":"Pharynx","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Anatomy; Medicine; Soft palate; Pharynx; Lateral wall; Physical examination; Fossa; Tongue; Tonsil; Posterior wall; Radiology; Pathology; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002350524,0.0001603579,0.0004908215,0.00007600629,0.0000355616,0.000004429528,0.00008952783,0.0001403133,0.01543419],"category_scores_gemma":[0.00005566912,0.000121709,0.00007624023,0.00002146159,0.00006398554,0.000007134128,0.000044915,0.0001766083,0.0005057437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002230536,"about_ca_system_score_gemma":0.0000995654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001374901,"about_ca_topic_score_gemma":0.0004664024,"domain_scores_codex":[0.999433,0.000005044406,0.00007886816,0.0001896264,0.0001337683,0.0001596719],"domain_scores_gemma":[0.9993533,0.000008892348,0.00008821808,0.0004497969,0.00001907433,0.00008069255],"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":[0.00001461565,0.00007785475,0.00006455444,0.0001353707,0.0001101134,0.00008011935,0.00001407037,1.469509e-9,0.00001910917,0.000005631583,0.9670771,0.03240148],"study_design_scores_gemma":[0.000693636,0.00009917901,0.0006575268,0.00126754,0.00009497771,0.00001347913,0.000003938485,0.000002407927,0.000009142364,0.000004168221,0.9970372,0.000116802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002467277,0.007610614,0.00000194458,0.001365968,0.0004501377,0.0001736162,0.001403262,0.0001890625,0.9887807],"genre_scores_gemma":[0.00005801906,0.003370841,0.0005790623,0.000767933,0.002887661,0.00001017313,0.0007130355,0.0002380281,0.9913753],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03228468,"threshold_uncertainty_score":0.9854658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04790576581581341,"score_gpt":0.3809878234519483,"score_spread":0.3330820576361349,"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."}}