{"id":"W2964720119","doi":"10.1002/cncr.32199","title":"Early squamous cell carcinoma of the oral tongue with histologically benign lymph nodes: A model predicting local control and vetting of the eighth edition of the American Joint Committee on Cancer pathologic T stage","year":2019,"lang":"en","type":"article","venue":"Cancer","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; Ottawa Hospital; University of Ottawa","funders":"National Cancer Institute","keywords":"Medicine; Vetting; Basal cell; Tongue; Cancer; Lymph; Pathology; General 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":[0.0001933914,0.0001726329,0.0005909635,0.00002453355,0.0001134686,0.000003528241,0.0001688244,0.00005695404,0.00001661275],"category_scores_gemma":[0.00004856029,0.00007333273,0.000117076,0.000182479,0.0007428449,0.00002809554,0.00008903087,0.0002416333,1.561004e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002111006,"about_ca_system_score_gemma":0.0003080132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002615813,"about_ca_topic_score_gemma":0.0002699715,"domain_scores_codex":[0.9987023,0.0001367753,0.0003247675,0.0002471429,0.0003613299,0.0002276105],"domain_scores_gemma":[0.9986983,0.0001212181,0.0005496073,0.0003983968,0.0001918699,0.00004062899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006823936,0.0001023929,0.9666234,0.0003204248,0.00004588551,0.000003131722,0.002456224,0.004950172,0.02274537,0.00007640043,0.0001533313,0.001840888],"study_design_scores_gemma":[0.002934758,0.0007369321,0.9727114,0.0005127043,0.0001953724,0.000004564691,0.0009986915,0.00936926,0.01238011,0.00001854294,0.00002948059,0.0001081514],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960553,0.0009029394,0.0001555963,0.0009892046,0.0001873354,0.0006298675,0.0001642943,0.00001026126,0.0009051945],"genre_scores_gemma":[0.9985862,0.00004106334,0.00004655373,0.0009742905,0.00006335472,0.00007768451,5.786291e-7,0.00001686031,0.0001934342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01036526,"threshold_uncertainty_score":0.3954344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866499626760188,"score_gpt":0.2483463173947074,"score_spread":0.2296813211271056,"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."}}