{"id":"W4293093273","doi":"10.1111/his.14783","title":"Hypothesis: <scp>HEG1</scp> and claudin‐4 staining will allow a diagnosis of epithelioid and biphasic mesothelioma versus <scp>non‐small</scp>‐cell lung carcinoma with only two stains in most cases","year":2022,"lang":"en","type":"review","venue":"Histopathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Staining; Pathology; Immunohistochemistry; Carcinoma; Lung; Mesothelioma; Claudin; Biology; Cancer research; Medicine; Internal medicine; Biochemistry; Tight junction","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003646358,0.0007788996,0.002233183,0.0009199302,0.0002016518,0.00001920913,0.0002372371,0.0002792634,0.00007135387],"category_scores_gemma":[0.0007415988,0.0006707563,0.0002563952,0.0005837667,0.0006384725,0.000112834,0.0003110516,0.0005665067,0.000007804409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006256746,"about_ca_system_score_gemma":0.0006762616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003239528,"about_ca_topic_score_gemma":0.000207466,"domain_scores_codex":[0.9965664,0.0004262868,0.0008430066,0.001076266,0.0004272633,0.0006608514],"domain_scores_gemma":[0.9943727,0.004031857,0.0006609299,0.0005526068,0.00004077458,0.000341163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004145292,0.00141933,0.7874891,0.02370501,0.0002747088,0.01431887,0.00262408,0.00001706304,0.00008638505,0.000117148,0.001114591,0.1684192],"study_design_scores_gemma":[0.01002042,0.006501285,0.2921301,0.006167186,0.007938957,0.005012099,0.003954098,0.00004136976,0.00003861379,0.00004380952,0.6676043,0.0005478179],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.4532793,0.5447239,0.000002979461,0.00001203333,0.00008995797,0.0008121822,0.0004045129,0.00002694858,0.0006481886],"genre_scores_gemma":[0.08619189,0.9108523,0.0005501125,0.0001615704,0.0001184404,0.0007754768,0.0003817196,0.0001763366,0.0007922112],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6664897,"threshold_uncertainty_score":0.9995744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360597788911019,"score_gpt":0.2764829940867926,"score_spread":0.2404232151956907,"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."}}