{"id":"W2945654258","doi":"10.1016/j.prp.2019.152462","title":"Signet ring cell mesothelioma; A diagnostic challenge","year":2019,"lang":"en","type":"review","venue":"Pathology - Research and Practice","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Mesothelioma; Pathology; Signet ring cell; Medicine; Mesothelial Cell; Adenocarcinoma; Immunohistochemistry; Mucin; Cancer; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00148178,0.0002597719,0.0008331833,0.0002841113,0.000148648,0.00003410755,0.000138231,0.0003100556,0.0004207128],"category_scores_gemma":[0.004549627,0.0001752719,0.0001351197,0.0001981823,0.0002861142,0.0001517617,0.0002707943,0.001001556,0.002020758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009162943,"about_ca_system_score_gemma":0.0002517128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002004957,"about_ca_topic_score_gemma":0.000001523732,"domain_scores_codex":[0.9969327,0.001200871,0.0002969416,0.0005818941,0.0005064526,0.0004810877],"domain_scores_gemma":[0.9848194,0.01425356,0.0001407848,0.0004140338,0.0000756731,0.0002965611],"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":[0.0005173562,0.00169626,0.0002809943,0.04304739,0.0002381932,0.005192189,0.0001495485,1.325797e-7,0.00001492336,0.0003786552,0.0016978,0.9467866],"study_design_scores_gemma":[0.0004017844,0.001164918,0.0002628835,0.002178981,0.0008698886,0.001283388,0.00009918201,0.000001331056,0.000001150324,0.0001315964,0.9934288,0.0001760763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007015971,0.9634232,0.000004184859,0.0006262878,0.0001022035,0.001102688,0.0001124498,0.00002227262,0.03453655],"genre_scores_gemma":[0.0003752669,0.9942095,0.0002384196,0.0001332505,0.0002851056,0.0002337535,0.0002285743,0.00004971117,0.004246419],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.991731,"threshold_uncertainty_score":0.9987563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2470558141894926,"score_gpt":0.4882381951061894,"score_spread":0.2411823809166968,"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."}}