{"id":"W1577924427","doi":"10.1002/9780471420194.tnmc03.pub2","title":"Lip and Oral Cavity","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Oral Health Pathology and Treatment","field":"Dentistry","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Grading (engineering); Pathological; Distant metastasis; Oral cavity; Lymph node metastasis; Stage (stratigraphy); Medicine; Metastasis; Lymph; Lymph node; Cancer; Pathology; Oncology; Internal medicine; Biology","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":["insufficient_payload"],"category_scores_codex":[0.00005258162,0.0001741561,0.0002750768,0.00006185417,0.00003971834,0.000006211819,0.00007058142,0.000610214,0.01707689],"category_scores_gemma":[0.00001878455,0.0001438375,0.00003430432,0.00003420831,0.00008815678,0.00001035176,0.00005244681,0.0004446253,0.001400573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001290678,"about_ca_system_score_gemma":0.00003755542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005707361,"about_ca_topic_score_gemma":0.01839059,"domain_scores_codex":[0.9993253,0.00004291722,0.0001185093,0.0002519583,0.00007485836,0.0001864251],"domain_scores_gemma":[0.9994833,0.00002628208,0.00009646277,0.0002899539,0.00001026357,0.00009366866],"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":[0.00002129059,0.0003500463,0.009007895,0.0001570043,0.00004937732,0.0008308606,0.00001533655,6.56367e-9,0.00000904341,0.00016246,0.9536843,0.03571237],"study_design_scores_gemma":[0.000463788,0.0000550192,0.02730315,0.00005251085,0.00005126636,0.0001169277,0.000002818999,0.00000223915,0.000004291358,0.0001048945,0.9717131,0.0001300381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1024749,0.005563735,0.00002273295,0.0010705,0.007156697,0.001196076,0.03346117,0.001154118,0.8479001],"genre_scores_gemma":[0.002430347,0.0001240873,0.003118414,0.0003051011,0.0007134539,0.00001096987,0.001445055,0.0001704012,0.9916822],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1437821,"threshold_uncertainty_score":0.9995212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02823912269569437,"score_gpt":0.3660405958185357,"score_spread":0.3378014731228414,"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."}}