{"id":"W4220956991","doi":"10.1002/hed.27036","title":"Radiologic–pathologic correlation of major versus minor extranodal extension in oral cavity cancer","year":2022,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Public Health Ontario; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Magnetic resonance imaging; Head and neck cancer; Cohort; Basal cell; Cancer; Neck dissection; Pathological; Radiology; Surgery; Internal medicine","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":[0.0002659765,0.0001288953,0.0004640686,0.00009958977,0.0001173802,0.000002035114,0.0000620835,0.00006439166,0.0005189187],"category_scores_gemma":[0.00009470039,0.0001099178,0.00008065894,0.0002905784,0.00007715944,0.00003928057,0.00007678201,0.000297114,0.000007954275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002629439,"about_ca_system_score_gemma":0.0001210594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00113832,"about_ca_topic_score_gemma":0.0007217693,"domain_scores_codex":[0.9988123,0.0001153245,0.0002880149,0.0002863032,0.0002385986,0.0002594877],"domain_scores_gemma":[0.9995261,0.00008422245,0.000084639,0.0001936507,0.00005382228,0.00005750587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01392538,0.001090524,0.8579502,0.0003056874,0.00009372004,0.001228049,0.003220388,0.001129036,0.06259357,0.0003001568,0.01182784,0.04633543],"study_design_scores_gemma":[0.007508987,0.002360857,0.9801447,0.0001015595,0.00008387332,0.00009016693,0.0005297741,0.001094846,0.0006097457,0.0000576813,0.007242921,0.0001748563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922705,0.003899289,0.00001313726,0.001062814,0.0008825272,0.0003605009,0.00003314577,0.00003737604,0.001440749],"genre_scores_gemma":[0.9984203,0.0002299114,0.000311823,0.0003321201,0.00007391131,0.0001170477,0.00002623829,0.00001161833,0.0004770083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1221945,"threshold_uncertainty_score":0.5681796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06363098113980613,"score_gpt":0.3475393193385117,"score_spread":0.2839083381987055,"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."}}