{"id":"W3135296007","doi":"10.32635/2176-9745.rbc.2009v55n2.1648","title":"Alterações Genéticas em Câncer de Cabeça e Pescoço","year":2009,"lang":"pt","type":"article","venue":"Revista Brasileira de Cancerologia","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Interface Biologics (Canada)","funders":"","keywords":"Medicine; Gynecology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001030507,0.0008879967,0.001875633,0.0002226832,0.0004307891,0.0002372374,0.0005836545,0.0005994661,0.001316515],"category_scores_gemma":[0.0006745346,0.0008121563,0.0004843597,0.0006983327,0.0003084896,0.0001842711,0.0001323538,0.001215682,0.0003405005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002169008,"about_ca_system_score_gemma":0.001734361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002522155,"about_ca_topic_score_gemma":0.0001900639,"domain_scores_codex":[0.9946096,0.000401042,0.001046504,0.001163087,0.0005927696,0.002186985],"domain_scores_gemma":[0.9970344,0.0003005841,0.00038714,0.001105511,0.0002912034,0.0008811767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002221757,0.0008391907,0.6844688,0.002346085,0.001151669,0.001970992,0.01232122,0.000141722,0.0154493,0.003333045,0.2184706,0.05728563],"study_design_scores_gemma":[0.003152329,0.003485635,0.9613815,0.002301949,0.001099506,0.0003401075,0.001468352,0.0008782675,0.001406109,0.00006584518,0.02331626,0.001104147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9153036,0.07497986,0.0006987425,0.002806449,0.0007435013,0.00100369,0.0001356991,0.0003016277,0.004026773],"genre_scores_gemma":[0.9680076,0.006836046,0.0005483227,0.01838386,0.002432823,0.0001020429,0.00002937534,0.00009010943,0.003569857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2769127,"threshold_uncertainty_score":0.9995964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03589706910363471,"score_gpt":0.3359748752980423,"score_spread":0.3000778061944075,"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."}}