{"id":"W2044246392","doi":"10.1158/1538-7445.am2014-3251","title":"Abstract 3251: Assessing risk markers for oral cancer recurrence","year":2014,"lang":"en","type":"article","venue":"Cancer Research","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Spinal Cord Injury BC; Simon Fraser University; BC Cancer Agency","funders":"","keywords":"Medicine; Cancer; Stage (stratigraphy); Dysplasia; Basal cell; Internal medicine; Oncology; Gastroenterology","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":[0.0009098502,0.0002816901,0.00040034,0.0009648987,0.0002597249,0.0005335194,0.0002818306,0.0002946095,0.003790242],"category_scores_gemma":[0.002219738,0.0001689049,0.0004034523,0.0008337259,0.000111136,0.0002745957,0.0003274909,0.0003468637,0.0007217898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961505,"about_ca_system_score_gemma":0.0002190981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082495,"about_ca_topic_score_gemma":0.001188081,"domain_scores_codex":[0.9996102,0.0001400207,0.00005416882,0.00005930463,0.0000866086,0.00004958174],"domain_scores_gemma":[0.9987281,0.0003649848,0.0005764348,0.00007263953,0.0001246405,0.0001331278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000257031,0.00004413091,0.9938799,0.00002335989,0.00003716961,0.00003947052,0.00002448584,0.00004775596,0.0003509365,0.000006143327,0.0002164856,0.005073144],"study_design_scores_gemma":[0.00001464425,0.0003835665,0.9979807,0.000009090645,0.0000651411,0.0003000406,0.00006185019,0.0003699953,0.0003978015,0.00001886561,0.0003941394,0.000004278229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979497,0.000465633,0.0002130074,0.00002886295,0.000006316739,0.00003165776,0.0007470117,0.00001046766,0.0005473096],"genre_scores_gemma":[0.9977186,0.0001323144,0.0004061194,0.00001600461,0.00001605297,0.00003542956,0.001032495,0.00000313945,0.0006399132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003790242,"threshold_uncertainty_score":0.01267958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2027592919294931,"score_gpt":0.52334900294821,"score_spread":0.3205897110187168,"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."}}