{"id":"W6908822331","doi":"10.3389/fonc.2024.1385425.s001","title":"Presentation_1_Imaging response to immune checkpoint inhibitors in patients with advanced melanoma: a retrospective observational cohort study.pptx","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrospective cohort study; Cohort; Melanoma; Progressive disease; Immune checkpoint; Programmed cell death 1; Clinical trial; Response Evaluation Criteria in Solid Tumors; Survival analysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004996479,0.0001796718,0.0002136287,0.0004940058,0.0004361911,0.0005201327,0.000411311,0.0003282683,0.003739939],"category_scores_gemma":[0.001143341,0.0002628215,0.0004292754,0.001097715,0.0002026706,0.0004089255,0.000369051,0.0004712292,0.0005899714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005643519,"about_ca_system_score_gemma":0.0007548292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02820897,"about_ca_topic_score_gemma":0.03719712,"domain_scores_codex":[0.99968,0.00004379556,0.00002925767,0.00009761824,0.00006692779,0.00008221182],"domain_scores_gemma":[0.9991233,0.00009514153,0.0004710278,0.00009037022,0.00008431749,0.0001358697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007845123,0.00001637852,0.9988164,0.00001190702,0.00003574748,0.00005079457,0.00002554967,0.00001332434,0.00006825374,0.00001188614,0.0004214473,0.0004498487],"study_design_scores_gemma":[0.00001696946,0.00008305534,0.9988262,0.000009852776,0.00003464673,0.0002698685,0.000104437,0.00009637805,0.00002583635,0.00001654066,0.0005131638,0.000003124427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9947572,0.0003027163,0.00007826806,0.00008294892,0.00001147566,0.00003873963,0.004029944,0.000007721098,0.0006909392],"genre_scores_gemma":[0.997232,0.0001079784,0.00006785073,0.00009803154,0.00002179267,0.00003374954,0.002005271,0.000003451378,0.0004298854],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02820897,"threshold_uncertainty_score":0.05608958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01715002616150163,"score_gpt":0.2767095514160017,"score_spread":0.2595595252545001,"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."}}