{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008553234,0.0006864906,0.000379177,0.0005541698,0.000266519,0.0011606,0.001234024,0.002266077,0.01200805],"category_scores_gemma":[0.007452816,0.0001902471,0.0007358575,0.0004116842,0.00263642,0.001172316,0.0007744756,0.0008990715,0.003163912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005652065,"about_ca_system_score_gemma":0.001261412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003584274,"about_ca_topic_score_gemma":0.0002282924,"domain_scores_codex":[0.9982582,0.0005615434,0.0001466336,0.000521187,0.0002116002,0.000300849],"domain_scores_gemma":[0.9907026,0.006216517,0.001642483,0.000292768,0.000481624,0.0006641073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.02385514,0.002800473,0.6905159,0.006533824,0.001151372,0.005588103,0.001200265,0.001539901,0.02412675,0.02512273,0.02549242,0.192073],"study_design_scores_gemma":[0.01176308,0.04561895,0.6403415,0.003160773,0.00456151,0.03529916,0.006531127,0.02922194,0.05157933,0.06107119,0.110573,0.0002784331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8729193,0.005960978,0.02286009,0.05172357,0.002887777,0.002438538,0.003212261,0.0002905596,0.03770695],"genre_scores_gemma":[0.9671148,0.002044934,0.008183714,0.01134385,0.002159942,0.001065477,0.002440842,0.00002806089,0.005618248],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01200805,"threshold_uncertainty_score":0.04523438,"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."}}