{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002295147,0.0002126325,0.0006571906,0.0001725744,0.0000582936,6.546642e-7,0.0001751029,0.0001293717,0.0001215798],"category_scores_gemma":[0.0006947359,0.0001147093,0.0001194953,0.0004471999,0.002178747,0.00004881051,0.0001071278,0.0001974087,0.000001735866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001406363,"about_ca_system_score_gemma":0.0004529822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003901756,"about_ca_topic_score_gemma":0.0001026273,"domain_scores_codex":[0.9982071,0.000339358,0.0005261173,0.0004539551,0.0001709547,0.0003025395],"domain_scores_gemma":[0.9976127,0.001251483,0.0003306239,0.0005266993,0.0001932517,0.00008520259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001725501,0.0001728359,0.528805,0.00004213998,0.0001592933,0.0006271602,0.006841433,8.59683e-7,0.4608179,0.0006597691,0.0001768518,0.001524229],"study_design_scores_gemma":[0.004031022,0.0004151209,0.9821495,0.0005066502,0.0004310246,0.0002025016,0.004572448,0.00007555183,0.005484767,0.001871807,0.0001530098,0.0001066439],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983212,0.003539686,0.0001236143,0.006195126,0.0002824235,0.0004511292,0.0002100956,0.00002198239,0.005963953],"genre_scores_gemma":[0.9969739,0.0001404613,0.002017333,0.0005577356,0.0001162452,0.00004128516,0.00001620218,0.00002420029,0.0001126885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4553331,"threshold_uncertainty_score":0.8027685,"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."}}