{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001000498,0.0003444351,0.0003208132,0.002410568,0.000369686,0.0009815234,0.0003641826,0.0006114775,0.009409411],"category_scores_gemma":[0.003549448,0.0002367641,0.0003203371,0.0009803417,0.0005098974,0.0003788124,0.000464516,0.0005248304,0.0022574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002489998,"about_ca_system_score_gemma":0.000190741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008653579,"about_ca_topic_score_gemma":0.002052176,"domain_scores_codex":[0.9990184,0.0001464536,0.00006917054,0.0002030702,0.0003448995,0.0002179064],"domain_scores_gemma":[0.9981074,0.0007347271,0.000441155,0.0001720415,0.0003605088,0.0001840511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007611921,0.0001315901,0.8966748,0.0001139484,0.0001018314,0.001954974,0.0001237603,0.0002098659,0.06371281,0.0004263053,0.003770235,0.0320188],"study_design_scores_gemma":[0.00002856621,0.0002403352,0.9531057,0.00007584276,0.0001732546,0.01222374,0.0003468827,0.002644627,0.02211601,0.0007652979,0.008259828,0.00001979701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692321,0.002555585,0.003083018,0.000528853,0.0001462979,0.00005983287,0.001044582,0.0002751816,0.02307454],"genre_scores_gemma":[0.9948769,0.0003586675,0.001799838,0.0001991774,0.00004674144,0.00002477899,0.0006938417,0.00005376168,0.001946324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009409411,"threshold_uncertainty_score":0.03147757,"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."}}