{"id":"W4291002939","doi":"10.1111/cup.14312","title":"Malignant melanoma test results by a commercial 35‐gene expression test are enriched for benign or atypical Spitz tumors","year":2022,"lang":"en","type":"article","venue":"Journal of Cutaneous Pathology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Spitz nevus; Melanoma; Test (biology); Pathology; Medicine; Immunohistochemistry; Melanoma diagnosis; Biology; Cancer research; Nevus","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":[],"consensus_categories":[],"category_scores_codex":[0.0005866718,0.0002876901,0.0008537956,0.0003148325,0.0003908286,0.00002618679,0.0002976548,0.0001527767,0.0004038628],"category_scores_gemma":[0.001723118,0.0002215459,0.0003006889,0.0002337668,0.00009328692,0.00004055745,0.0001925377,0.0006570868,0.00001212455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002993455,"about_ca_system_score_gemma":0.0001857119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004642993,"about_ca_topic_score_gemma":0.00001849034,"domain_scores_codex":[0.9972188,0.0001950655,0.001157665,0.0003952763,0.0005537788,0.0004794403],"domain_scores_gemma":[0.9970881,0.0009765661,0.001046648,0.0003675147,0.00021988,0.0003012741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.0287507,0.002471716,0.003536328,0.00009932498,0.0001049435,0.0852723,0.000651407,0.00009945751,0.7593219,0.0000231873,0.1139315,0.005737295],"study_design_scores_gemma":[0.01223226,0.04247184,0.004990167,0.0001950767,0.0006038029,0.6473041,0.002454808,0.0002840653,0.04112405,0.0002211058,0.2474802,0.0006385955],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886292,0.0003751927,0.001413617,0.005760184,0.001366957,0.001088521,0.0006753177,0.00008009683,0.0006109232],"genre_scores_gemma":[0.9889274,0.00006573657,0.002530575,0.001580994,0.0006326706,0.00005638253,0.00006351287,0.00005960795,0.006083077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7181978,"threshold_uncertainty_score":0.9034382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893418012715391,"score_gpt":0.2684313461006365,"score_spread":0.2494971659734825,"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."}}