{"id":"W2529261316","doi":"10.1111/cyt.12366","title":"<scp>CSF</scp> cytology diagnosis of <scp>NRAS</scp>‐mutated primary leptomeningeal melanomatosis with neurocutaneous melanosis","year":2016,"lang":"en","type":"article","venue":"Cytopathology","topic":"Melanoma and MAPK Pathways","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Immunocytochemistry; Neuroblastoma RAS viral oncogene homolog; Pathology; Cytology; Melanoma; Cytopathology; Cancer; Cancer research; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000308698,0.0005953213,0.0009253278,0.0002690799,0.000149234,0.00002361458,0.0006820026,0.0007080971,0.00003203556],"category_scores_gemma":[0.0008428489,0.0004416923,0.0002386496,0.0002963459,0.0006617567,0.00001989376,0.0004099438,0.000236363,0.0000989005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004850237,"about_ca_system_score_gemma":0.0002264913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001955639,"about_ca_topic_score_gemma":0.00004137226,"domain_scores_codex":[0.9963534,0.0004307106,0.0007118618,0.001164183,0.0002987242,0.001041053],"domain_scores_gemma":[0.9972963,0.0006140498,0.0005089651,0.0009901498,0.00028643,0.0003041085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006669731,0.000239692,0.2396318,0.00007963739,0.000149417,0.0007949737,0.000231219,0.000007689396,0.7499189,0.0002194834,0.006468684,0.002191796],"study_design_scores_gemma":[0.002279198,0.004301332,0.05728226,0.00007033109,0.0002102212,0.004158264,0.0001659305,0.000004405942,0.8827459,0.0001890544,0.04839186,0.0002012899],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888387,0.000928129,0.001460342,0.0001724489,0.0004209186,0.0004439363,0.0002308238,0.0001093019,0.007395349],"genre_scores_gemma":[0.9947606,0.0008258382,0.001149141,0.0006248046,0.0002692534,0.0002735048,0.0002134308,0.000121027,0.001762389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1823496,"threshold_uncertainty_score":0.9998035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007383496912232193,"score_gpt":0.204390803460017,"score_spread":0.1970073065477848,"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."}}