{"id":"W7078795724","doi":"","title":"ICML 2025 winners","year":2025,"lang":"en","type":"article","venue":"DigitalCommons-IMSA (Illinois Mathematics and Science Academy)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Generative model","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":[0.02054385,0.002518381,0.00121889,0.004925791,0.003548387,0.01984609,0.00341796,0.006435156,0.1639151],"category_scores_gemma":[0.02704525,0.0007658617,0.002165994,0.002748349,0.001627434,0.00757103,0.009298857,0.005855959,0.1296986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007063893,"about_ca_system_score_gemma":0.009540046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01333082,"about_ca_topic_score_gemma":0.0210823,"domain_scores_codex":[0.9862623,0.001570701,0.0005065038,0.001348167,0.008259002,0.002053246],"domain_scores_gemma":[0.9619814,0.002120544,0.0004740751,0.002374223,0.01848622,0.01456366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004999764,0.0000355637,0.00007996438,0.00004384725,0.000005119284,0.00003992205,0.00002321787,0.0001076782,0.0001798617,0.004458195,0.9645447,0.03043197],"study_design_scores_gemma":[0.00001142509,0.00002678589,0.0001517217,0.00005219928,0.000004300428,0.00004720766,0.00005381858,0.0003751557,0.0003354307,0.001905069,0.9970265,0.00001039461],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004759364,0.01190541,0.04001703,0.191294,0.2839516,0.001074994,0.01436088,0.01362638,0.4390104],"genre_scores_gemma":[0.01760249,0.00528178,0.01957873,0.01738928,0.03080887,0.0006501696,0.02165648,0.004999659,0.8820326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1639151,"threshold_uncertainty_score":0.5483506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02343165338096403,"score_gpt":0.2696205087933732,"score_spread":0.2461888554124091,"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."}}