{"id":"W2137697100","doi":"10.1155/2013/848021","title":"Prevalence of K-RAS Codons 12 and 13 Mutations in Locally Advanced Head and Neck Squamous Cell Carcinoma and Impact on Clinical Outcomes","year":2013,"lang":"en","type":"article","venue":"International Journal of Otolaryngology","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Head and neck squamous-cell carcinoma; Head and neck; Basal cell; Oncology; Head and neck cancer; Internal medicine; Cancer research; Cancer; Surgery","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":[0.0001708723,0.0001238573,0.0004159801,0.0002268828,0.0000202153,0.000012727,0.00009210762,0.00007278114,0.00004612029],"category_scores_gemma":[0.0002705266,0.00009053712,0.00009356697,0.00003853699,0.0002226892,0.0001459934,0.00006438677,0.000269146,0.000001857945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004301473,"about_ca_system_score_gemma":0.00009315924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002297164,"about_ca_topic_score_gemma":0.0001033217,"domain_scores_codex":[0.9988838,0.00006419223,0.0005714472,0.0001559081,0.0001970023,0.0001276553],"domain_scores_gemma":[0.9987224,0.0005163585,0.0002711344,0.0000820853,0.0002860271,0.0001220268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005277689,0.0001915002,0.9956695,0.00005454405,0.00009947084,0.0001409977,0.0004725478,0.0000120412,0.0004930099,0.00003012717,0.00009822794,0.002210304],"study_design_scores_gemma":[0.00523942,0.002188067,0.9911124,0.00009159458,0.00006468164,0.0007093535,0.0001312034,0.000104186,0.0001058563,0.0001614875,0.00002410266,0.00006763446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955031,0.001857394,0.00002386184,0.001884373,0.0002011516,0.0002020925,0.0000123157,0.000003089978,0.0003126449],"genre_scores_gemma":[0.9984993,0.0004711622,0.000428696,0.0004466829,0.00006865954,0.000006162705,0.000001913844,0.000008534639,0.00006886539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004711651,"threshold_uncertainty_score":0.3691997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363364253764243,"score_gpt":0.3429847934078044,"score_spread":0.319351150870162,"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."}}