{"id":"W2955159702","doi":"10.14740/wjon1204","title":"Epidermal Growth Factor Receptor Mutation Frequency in Squamous Cell Carcinoma and Its Diagnostic Performance in Cytological Samples: A Molecular and Immunohistochemical Study","year":2019,"lang":"en","type":"article","venue":"World Journal of Oncology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Epidermal growth factor receptor; Mutation; Concordance; Lung cancer; Pathology; Immunohistochemistry; Adenocarcinoma; Biopsy; Cancer; Carcinoma; Pleural effusion; Oncology; Internal medicine; Cancer research; Gene; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001309997,0.0002439231,0.0002054407,0.002033889,0.0003416824,0.0005909692,0.0003837495,0.0004921877,0.001014224],"category_scores_gemma":[0.003593978,0.0002861406,0.0002410866,0.0008214207,0.000751927,0.0004145186,0.0002730013,0.0002440584,0.0003568436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003282806,"about_ca_system_score_gemma":0.0001769816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001605397,"about_ca_topic_score_gemma":0.001382604,"domain_scores_codex":[0.9989686,0.0002386789,0.0001447501,0.0002101334,0.0003493629,0.00008833555],"domain_scores_gemma":[0.996657,0.001533067,0.000713783,0.0002490121,0.000584869,0.0002622157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001797321,0.00004033246,0.9898977,0.00002508856,0.0000373929,0.000515475,0.000161638,0.00006157325,0.006890416,0.00001782914,0.00002484245,0.002147911],"study_design_scores_gemma":[0.000007485317,0.0003995684,0.9878157,0.000008385156,0.00006660999,0.005998588,0.0003449576,0.0005627585,0.004548833,0.00002836072,0.0002086711,0.00001010934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989059,0.0003855123,0.0002679724,0.000008877214,0.000004494799,0.00001006338,0.00003804432,0.000007423389,0.000371688],"genre_scores_gemma":[0.9995988,0.00008946835,0.0002055339,0.000005543449,0.000006362515,0.000005971902,0.00004098121,0.000001441828,0.00004587451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002033889,"threshold_uncertainty_score":0.006927967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01551812168118639,"score_gpt":0.3129236229980662,"score_spread":0.2974055013168798,"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."}}