{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118892,0.0001318729,0.0001530248,0.0003214375,0.00009120288,0.000323945,0.0001329499,0.0001011332,0.001061195],"category_scores_gemma":[0.004095652,0.00007188432,0.0002552251,0.0002012439,0.0002912495,0.0001817697,0.0001376533,0.0001829335,0.00007553708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002762495,"about_ca_system_score_gemma":0.000199243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009083806,"about_ca_topic_score_gemma":0.001274969,"domain_scores_codex":[0.9995547,0.0001369411,0.0000453525,0.00007135316,0.0001362279,0.00005535806],"domain_scores_gemma":[0.9965165,0.001618769,0.001371918,0.0001431584,0.0001920513,0.0001575421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008101089,0.00002553966,0.9881518,0.00002322471,0.00008421679,0.0001463246,0.00003700156,0.0002407968,0.0007377642,0.00002030689,0.00005479955,0.009668127],"study_design_scores_gemma":[0.00001191655,0.0006171569,0.9961159,0.00001435748,0.0001456008,0.001207261,0.00005968045,0.0001963826,0.001230119,0.00003277475,0.0003646511,0.000004046506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985904,0.0008388108,0.0001154388,0.0000186438,0.000004114879,0.000004732463,0.00006167944,0.000002478686,0.0003634972],"genre_scores_gemma":[0.999749,0.00009841214,0.00003230365,0.000006223975,0.000004025999,0.000001380201,0.00006698554,0.000001048198,0.00004068136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00118892,"threshold_uncertainty_score":0.006287694,"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."}}