{"id":"W2076678223","doi":"10.1002/hed.21334","title":"Impact of positive frozen section microscopic tumor cut‐through revised to negative on oral carcinoma control and survival rates","year":2010,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Frozen section procedure; Medicine; Margin (machine learning); Carcinoma; Stage (stratigraphy); Radiation therapy; Adjuvant therapy; Cancer; Surgery; Oncology; Pathology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001148497,0.0002008532,0.0006576785,0.00006532474,0.00009806701,0.00001398267,0.0000397461,0.00006464628,0.00006194069],"category_scores_gemma":[0.0001992753,0.0001511263,0.0001026034,0.0001674995,0.0001047708,0.00007204979,0.00002338321,0.0002728927,0.00001629149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008684637,"about_ca_system_score_gemma":0.0001348154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002987714,"about_ca_topic_score_gemma":0.000800535,"domain_scores_codex":[0.998974,0.00006720903,0.00023851,0.0002913027,0.0001553792,0.0002735893],"domain_scores_gemma":[0.999211,0.0001684369,0.0000783313,0.0001896627,0.0001992899,0.0001533085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003632841,0.000242723,0.5770473,0.0001413479,0.0002350029,0.00004372376,0.003992901,0.000001509921,0.4099759,0.00006569857,0.003549758,0.001071193],"study_design_scores_gemma":[0.004815802,0.004328812,0.953723,0.0002943238,0.00008144171,0.0000234271,0.0001763895,0.0000306492,0.03604901,0.00002974237,0.0003118348,0.0001356167],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958604,0.0001413128,0.00001543911,0.0009907581,0.0003784793,0.0007333775,0.00009550504,0.00002681735,0.001757892],"genre_scores_gemma":[0.9984014,0.00001870812,0.0002950008,0.0007676501,0.0002974822,0.00002817341,0.000008566672,0.00002187337,0.0001611519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3766756,"threshold_uncertainty_score":0.6162753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204850365273559,"score_gpt":0.3472408321905396,"score_spread":0.3267557956631837,"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."}}