{"id":"W2889418995","doi":"10.3174/ajnr.a5782","title":"Radiologic-Pathologic Correlation of Tumor Thickness and Its Prognostic Importance in Squamous Cell Carcinoma of the Oral Cavity: Implications for the Eighth Edition Tumor, Node, Metastasis Classification","year":2018,"lang":"en","type":"article","venue":"American Journal of Neuroradiology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"University of Warwick","keywords":"Medicine; Basal cell; Oral cavity; Metastasis; Pathology; Carcinoma; Tumor cells; Oncology; Internal medicine; Cancer research; Cancer; Dentistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0005424228,0.0001238945,0.0006007162,0.0001121096,0.0001085489,0.00000288614,0.0001657284,0.00003446796,0.000003225502],"category_scores_gemma":[0.0009067719,0.00006773971,0.0001019846,0.0003999507,0.0008567696,0.00005765121,0.00002998485,0.0002413956,2.496412e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004490615,"about_ca_system_score_gemma":0.0001679758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000206055,"about_ca_topic_score_gemma":0.0000229792,"domain_scores_codex":[0.9986079,0.0003099393,0.0006139743,0.0001823304,0.0001052036,0.0001806131],"domain_scores_gemma":[0.9971622,0.0009131768,0.00120891,0.0002138539,0.0004558288,0.00004601781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004876648,0.0001565498,0.959313,0.00006320663,0.00002680085,0.00001200041,0.0005353342,0.00003721273,0.03636863,0.0003592634,0.0002957172,0.002344662],"study_design_scores_gemma":[0.0008599798,0.003789033,0.990939,0.0000261823,0.0002264149,0.001302099,0.0005096485,0.0007589454,0.001237121,0.0001938841,0.00009811178,0.00005956364],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993054,0.001006484,0.0007672558,0.00430346,0.0002644078,0.0005180438,0.00003699417,0.000004420061,0.00004487926],"genre_scores_gemma":[0.9986528,0.0001406366,0.000436405,0.0005729099,0.0001381954,0.00004110287,0.000003417624,0.00001067668,0.00000385859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03513151,"threshold_uncertainty_score":0.3156804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04409312657188662,"score_gpt":0.3044884441867381,"score_spread":0.2603953176148515,"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."}}