{"id":"W2791357265","doi":"10.1111/his.13468","title":"Malignant mesothelioma <i>in situ</i>","year":2018,"lang":"en","type":"article","venue":"Histopathology","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Vancouver General Hospital; Memorial University of Newfoundland; University of British Columbia","funders":"","keywords":"Pathology; Fluorescence in situ hybridization; Mesothelioma; Mesothelial Cell; Malignancy; Biopsy; Immunostaining; Medicine; Mesothelium; Ascites; Immunohistochemistry; Biology; Gastroenterology","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":[0.00005378446,0.00006223101,0.0001163997,0.00007207051,0.00002802975,0.000001199126,0.0000340502,0.00004175585,0.0005124932],"category_scores_gemma":[0.00001679525,0.00005286618,0.00003388411,0.00006609581,0.0001892011,0.00002034438,0.00002185707,0.00004081556,0.0009287625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006829319,"about_ca_system_score_gemma":0.00002039502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001188881,"about_ca_topic_score_gemma":0.00002549158,"domain_scores_codex":[0.9994979,0.00002066395,0.0001096672,0.0001601698,0.00007731849,0.0001342975],"domain_scores_gemma":[0.9997665,0.00001009347,0.00002024388,0.0001353472,0.000009371415,0.00005843249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004094355,0.0003511698,0.6082296,0.00002354691,0.000001720678,0.0008491291,0.0001989488,3.713118e-7,0.3818615,0.001502922,0.004508927,0.002062728],"study_design_scores_gemma":[0.000491549,0.0002895248,0.9582013,0.00001472732,0.00001611274,0.0002553232,0.00001544577,0.000006127899,0.003347161,0.000341812,0.03696347,0.00005742027],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545756,0.0003531479,0.00003451785,0.0005807793,0.0001615416,0.00008122416,0.00000531336,0.00002610299,0.04418176],"genre_scores_gemma":[0.9943908,0.00001455735,0.0004851921,0.002019147,0.0001540976,0.00001101496,0.00001659136,0.00000865205,0.002899948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3785143,"threshold_uncertainty_score":0.9998491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103053732345585,"score_gpt":0.2573915326338319,"score_spread":0.246360995310376,"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."}}