{"id":"W2333989249","doi":"10.1158/1538-7445.am2011-3677","title":"Abstract 3677: Prediction of oral cancer recurrence at post-surgery follow-up using fluorescence visualization","year":2011,"lang":"en","type":"article","venue":"Cancer Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of British Columbia","funders":"","keywords":"Medicine; Cancer recurrence; Cancer; Biopsy; Dysplasia; Surgery; Lesion; Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006315723,0.0001580713,0.0002076406,0.0009118502,0.0002453697,0.0004012191,0.0002565731,0.0003605988,0.002620072],"category_scores_gemma":[0.001510662,0.0001304695,0.0002668916,0.000505168,0.0001199748,0.0002593795,0.0002598235,0.0002471466,0.0005174495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004076939,"about_ca_system_score_gemma":0.0001885918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005184556,"about_ca_topic_score_gemma":0.00472705,"domain_scores_codex":[0.9998028,0.00004796931,0.00001965437,0.00003632507,0.00005530936,0.00003801593],"domain_scores_gemma":[0.9991975,0.0002261212,0.0002879727,0.00003458493,0.0001629233,0.00009078831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004988069,0.00003990963,0.9902046,0.00002026742,0.00001303863,0.00008659148,0.00005662487,0.00006464458,0.002087453,0.000011246,0.0002719583,0.006644936],"study_design_scores_gemma":[0.000009749128,0.0001852073,0.9974335,0.000005551888,0.0000220299,0.0004913283,0.0001039922,0.0005255194,0.0008984295,0.00001417816,0.0003056533,0.000004821108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983627,0.0003029958,0.0002583884,0.0000270683,0.000003064084,0.00001489348,0.0003741325,0.00001588422,0.0006407448],"genre_scores_gemma":[0.9987767,0.00007109319,0.0003705099,0.000008647182,0.000003543656,0.0000156625,0.0004475581,0.000002999747,0.0003032955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005184556,"threshold_uncertainty_score":0.01030874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.317160019218056,"score_gpt":0.4618599701558512,"score_spread":0.1446999509377951,"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."}}