{"id":"W4362541240","doi":"10.1158/1538-7445.am2023-1358","title":"Abstract 1358: Prognostic value of genetic aberrations and tumor immune microenvironment in primary acral melanoma","year":2023,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine; Melanoma; Acral lentiginous melanoma; Internal medicine; Oncology; Stage (stratigraphy); Nodular melanoma; Immune system; Immunohistochemistry; Tumor microenvironment; Chemotherapy; Pathogenesis; Gastroenterology; Cancer; Cancer research; Immunology; Biology","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":[0.0001784679,0.0001807857,0.0001561791,0.0004809333,0.0002262074,0.0002991517,0.0001298612,0.0001974173,0.002465942],"category_scores_gemma":[0.0007032945,0.00006780955,0.000170404,0.0004635999,0.0001633186,0.0001661113,0.0001947855,0.0002137997,0.0002585778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001597103,"about_ca_system_score_gemma":0.0001245422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009203781,"about_ca_topic_score_gemma":0.001005907,"domain_scores_codex":[0.9998945,0.00002157175,0.00001178239,0.00002885881,0.00002213655,0.00002107855],"domain_scores_gemma":[0.9995017,0.00008181643,0.0002261277,0.00002220351,0.00005472076,0.0001134424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003630341,0.00001243971,0.9927689,0.00001308656,0.000025452,0.000162489,0.00001701655,0.00007638393,0.003362906,0.00001122107,0.00007142589,0.00311564],"study_design_scores_gemma":[0.000004965907,0.00007738196,0.9981087,0.000002984742,0.00002910346,0.0007653796,0.00003763481,0.0003527046,0.0004044945,0.00003009559,0.0001842334,0.000002293952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992854,0.0002389706,0.00006279088,0.00001791138,0.000002799821,0.000002464153,0.0001216812,0.000004482053,0.0002633707],"genre_scores_gemma":[0.9997994,0.00002337484,0.00003725836,0.000004012399,0.000002988016,0.000001120235,0.00007009313,8.671996e-7,0.00006093771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002465942,"threshold_uncertainty_score":0.008249342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03637493811701858,"score_gpt":0.3347006276035961,"score_spread":0.2983256894865776,"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."}}