{"id":"W4236668196","doi":"10.1038/sj.modpathol.3800890","title":"Oral","year":2006,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Pathology; 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":[0.00002861958,0.00005669687,0.0001345433,0.00002858856,0.00001949738,0.000002958251,0.00001656009,0.00004356577,0.0001327739],"category_scores_gemma":[0.000003145729,0.00004506492,0.00004482113,0.00002791272,0.00002938365,0.00001038165,0.00001185489,0.00004034819,0.0001042106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004003433,"about_ca_system_score_gemma":0.00001798467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001247755,"about_ca_topic_score_gemma":0.0001112934,"domain_scores_codex":[0.9995909,0.00001021382,0.00007785724,0.0001428863,0.00005164009,0.0001265201],"domain_scores_gemma":[0.9997861,0.000008873863,0.00001527504,0.000146049,0.00001655975,0.00002711483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001888015,0.001700917,0.7916971,0.00003662258,0.00006459538,0.005035367,0.0002461497,0.0001141217,0.01519708,0.007453845,0.02991378,0.1483516],"study_design_scores_gemma":[0.003090099,0.0004700257,0.945595,0.00001553596,0.0001287803,0.0008389133,0.000006962375,0.0005892772,0.005416207,0.0110296,0.03269427,0.0001253597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800935,0.0008788295,0.00114695,0.001915908,0.0001013551,0.0001099856,0.000005508476,0.00005054624,0.01569737],"genre_scores_gemma":[0.9966109,0.00002120962,0.0007932662,0.0006422657,0.0001060275,0.0000350079,0.00002475469,0.000009050215,0.001757524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1538978,"threshold_uncertainty_score":0.1837694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01646024389370643,"score_gpt":0.276878157297002,"score_spread":0.2604179134032956,"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."}}