{"id":"W2340263198","doi":"10.5858/arpa.2016-0091-sa","title":"Biomarker Testing in Lung Carcinoma Cytology Specimens: A Perspective From Members of the Pulmonary Pathology Society","year":2016,"lang":"en","type":"article","venue":"Archives of Pathology & Laboratory Medicine","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Cytopathology; Lung cancer; Medicine; Pathology; Lung; Cytology; Biomarker; Carcinoma; Cancer; Intensive care medicine; Internal medicine; Biology","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":[0.02317724,0.0005992542,0.0009290684,0.002969259,0.00137449,0.006189231,0.001196602,0.005730491,0.002298081],"category_scores_gemma":[0.02912569,0.0005039551,0.0006027874,0.001924776,0.004179629,0.006846468,0.003125882,0.006571163,0.001485572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002220892,"about_ca_system_score_gemma":0.006073963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002302125,"about_ca_topic_score_gemma":0.004022339,"domain_scores_codex":[0.9928763,0.002980672,0.001012325,0.0005739231,0.002203109,0.0003536281],"domain_scores_gemma":[0.9657782,0.01498966,0.001912418,0.0008572115,0.01250151,0.003961085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001336988,0.00013563,0.0179758,0.002302781,0.00008161605,0.002290605,0.003715225,0.0003940307,0.003560543,0.01553452,0.1687217,0.7851539],"study_design_scores_gemma":[0.0000221575,0.0002645753,0.008841754,0.004544969,0.00005537449,0.006060285,0.004612271,0.0002911222,0.001257399,0.01112227,0.9628305,0.00009731176],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003393837,0.5745323,0.002474796,0.4041472,0.005454055,0.00002098422,0.00005161766,0.00005733269,0.009867807],"genre_scores_gemma":[0.04782696,0.8407522,0.00668764,0.08394991,0.0171962,0.00004498754,0.0000823289,0.00005886167,0.00340087],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02317724,"threshold_uncertainty_score":0.1225744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01807531829582584,"score_gpt":0.304326480769412,"score_spread":0.2862511624735862,"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."}}