{"id":"W4377014547","doi":"10.1200/edbk_389810","title":"Current Treatment Strategies and Risk Stratification for Oral Carcinoma","year":2023,"lang":"en","type":"article","venue":"American Society of Clinical Oncology Educational Book","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Risk stratification; Stage (stratigraphy); Disease; Adjuvant therapy; Radiation therapy; Basal cell; Adjuvant; Systemic therapy; Oncology; Surgery; Intensive care medicine; Internal medicine; Cancer; Chemotherapy","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":[0.001487704,0.0004160868,0.0004004133,0.0008730611,0.0003410599,0.0012578,0.0006907989,0.0006421945,0.004936554],"category_scores_gemma":[0.004746772,0.0001186653,0.0005937067,0.0008133356,0.0003783833,0.0008410653,0.0006442156,0.001794874,0.001904334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008828515,"about_ca_system_score_gemma":0.001249461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002165757,"about_ca_topic_score_gemma":0.004080612,"domain_scores_codex":[0.9994345,0.0002204262,0.0000651668,0.00006162847,0.0001797557,0.00003844434],"domain_scores_gemma":[0.9992722,0.0002902103,0.0001149378,0.00002558362,0.0002267522,0.00007030407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001033863,0.00008935275,0.01601532,0.0009163693,0.00007725384,0.0001368868,0.0001879114,0.0005446126,0.0003081599,0.009387731,0.1138163,0.8584167],"study_design_scores_gemma":[0.00009135926,0.0003554593,0.05440636,0.007244374,0.0005886636,0.002456064,0.0009581676,0.002072351,0.0006064116,0.04187771,0.8892605,0.00008256912],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01836282,0.7460458,0.01613407,0.1310607,0.006378572,0.0002009567,0.00142419,0.0003756127,0.08001718],"genre_scores_gemma":[0.1943433,0.7080206,0.02939261,0.02552683,0.01249695,0.0006236115,0.003518999,0.0001276425,0.02594948],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004936554,"threshold_uncertainty_score":0.01651442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1735293901787698,"score_gpt":0.519910241948531,"score_spread":0.3463808517697612,"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."}}