{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001577454,0.0001115916,0.000408116,0.000274108,0.0000209196,0.000005914992,0.00004625752,0.00006629767,0.00007482355],"category_scores_gemma":[0.0002336303,0.00008718904,0.00003119651,0.0001641218,0.00003900448,0.00009778049,0.00002229334,0.000311852,0.000004057475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004134145,"about_ca_system_score_gemma":0.0002137205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007871381,"about_ca_topic_score_gemma":0.00005152884,"domain_scores_codex":[0.999012,0.000111424,0.0004326635,0.0001563031,0.0001185175,0.0001690929],"domain_scores_gemma":[0.9991255,0.0004614029,0.0001780782,0.00005979212,0.00008572779,0.00008944212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003009743,0.0008382747,0.9811211,0.00007007026,0.00002158027,0.0009046458,0.002544713,0.00001718934,0.01264502,0.00004345049,0.00001079095,0.001482226],"study_design_scores_gemma":[0.008941102,0.004900928,0.9831302,0.00005887943,0.0001042634,0.0004886338,0.0007193501,0.00005685101,0.001378691,0.0000594542,0.00007050249,0.00009118401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953278,0.002933276,0.000007127058,0.0005457293,0.0001174577,0.0005390339,0.000003378841,0.00000322361,0.0005230323],"genre_scores_gemma":[0.9992364,0.00007929082,0.0004592934,0.0001243207,0.00002976871,0.00002040273,0.000004395371,0.000008869207,0.00003725365],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01126633,"threshold_uncertainty_score":0.3555466,"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."}}