{"id":"W4399246620","doi":"10.3389/fonc.2024.1385425","title":"Imaging response to immune checkpoint inhibitors in patients with advanced melanoma: a retrospective observational cohort study","year":2024,"lang":"en","type":"article","venue":"Frontiers in Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Melanoma; Retrospective cohort study; Oncology; Observational study; Immune checkpoint; Internal medicine; Immune system; Cohort; Immunotherapy; Cancer research; Cancer; Immunology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000872494,0.0002325194,0.0003615103,0.000629228,0.0005449875,0.0006553643,0.0005591204,0.000349929,0.001160548],"category_scores_gemma":[0.00152305,0.0003236129,0.0004155887,0.001090414,0.0003379008,0.000333528,0.0004414654,0.000591454,0.0002050104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008413262,"about_ca_system_score_gemma":0.0009969738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0360522,"about_ca_topic_score_gemma":0.053441,"domain_scores_codex":[0.999364,0.0001027118,0.00006194501,0.0001948236,0.0001618908,0.0001147108],"domain_scores_gemma":[0.998068,0.0002060589,0.0009956309,0.000217476,0.0002284225,0.0002843458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007595447,0.0000194321,0.9993926,0.000004945211,0.00003257201,0.00005286435,0.00003176976,0.00001212309,0.0001018891,0.00000528166,0.00004769592,0.000222912],"study_design_scores_gemma":[0.00001556306,0.0001177208,0.998997,0.00000539315,0.00003600026,0.0003316362,0.0001590765,0.0001105177,0.00003113489,0.000008207823,0.0001846511,0.000003044707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991525,0.0001131476,0.00004867117,0.00001984343,0.000002980825,0.00001614058,0.0004793174,0.000001944462,0.0001653959],"genre_scores_gemma":[0.9991633,0.00007113678,0.0000746726,0.0000335539,0.000007001257,0.00001458846,0.0005511573,0.000001397626,0.00008328813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0360522,"threshold_uncertainty_score":0.07168472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007030269348138317,"score_gpt":0.2666526347718848,"score_spread":0.2596223654237465,"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."}}