{"id":"W2047802882","doi":"10.1016/j.prp.2012.08.002","title":"Impact of the epithelial dysplasia grading and Ki67 proliferation index in the adjacent non-malignant mucosa on recurrence and survival in head and neck squamous cell carcinoma","year":2012,"lang":"en","type":"article","venue":"Pathology - Research and Practice","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Australian National Maritime Museum; World Health Organization","keywords":"Grading (engineering); Head and neck squamous-cell carcinoma; Medicine; Dysplasia; Multivariate analysis; Oncology; Proliferation index; Pathology; Internal medicine; Logistic regression; Carcinoma; Head and neck cancer; Immunohistochemistry; Cancer; 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":[0.001130179,0.0002098621,0.0003951634,0.0008166314,0.0003365417,0.0006832093,0.0003397838,0.0003538319,0.0009407524],"category_scores_gemma":[0.00336711,0.00018187,0.0007420417,0.0007528358,0.000319729,0.0004852782,0.000395428,0.0004403711,0.0001446386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004527982,"about_ca_system_score_gemma":0.0005376409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005991824,"about_ca_topic_score_gemma":0.01108733,"domain_scores_codex":[0.9993348,0.0002589976,0.00006955646,0.00006411656,0.0001440178,0.0001284784],"domain_scores_gemma":[0.998133,0.0007680159,0.0003824377,0.0001297151,0.0002996757,0.0002871703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008072989,0.00005523578,0.9938452,0.00001499326,0.0001388517,0.0001141805,0.00008375201,0.00007053151,0.0003872465,0.00001362689,0.00004348417,0.004425505],"study_design_scores_gemma":[0.000006541092,0.0002436759,0.9987612,0.000004431787,0.0001685262,0.0001789262,0.0002092566,0.0001353039,0.0001518757,0.00001719062,0.0001194141,0.000003677572],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985614,0.0008540459,0.00002725445,0.00002891184,0.00000994021,0.000002410523,0.00004638669,0.00000137367,0.0004681452],"genre_scores_gemma":[0.9996519,0.0001333075,0.00001563872,0.00000841834,0.00001145745,0.000001065382,0.00005298756,9.841939e-7,0.0001242431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005991824,"threshold_uncertainty_score":0.0119139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08052349548801448,"score_gpt":0.4087568943759012,"score_spread":0.3282333988878868,"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."}}