{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001035899,0.0002685831,0.0003304612,0.0003108388,0.0005323597,0.0007581839,0.00219114,0.0001493181,0.000009760243],"category_scores_gemma":[0.0005191941,0.0002246671,0.00008627845,0.001899752,0.0007890424,0.001109503,0.001237704,0.000323436,0.00002371186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004534156,"about_ca_system_score_gemma":0.0001766879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002227173,"about_ca_topic_score_gemma":4.941784e-7,"domain_scores_codex":[0.9976358,0.00001480396,0.000485109,0.000724328,0.0004850657,0.0006548697],"domain_scores_gemma":[0.9985558,0.0002776594,0.0001578232,0.0006479567,0.0001416067,0.0002191052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[9.393165e-7,0.00006433773,0.0006206781,0.0000768797,0.00001180345,0.000004384449,0.0002349673,0.00004622824,0.00213744,0.9870676,0.001774034,0.007960725],"study_design_scores_gemma":[0.0005398379,0.00005827643,0.003048973,0.0002535973,0.00002620473,0.00006586647,0.0005459358,0.1229487,0.02673194,0.7410756,0.1038499,0.0008552474],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1275734,0.0005576041,0.1162719,0.04128229,0.0004598531,0.0004926708,0.000009269483,0.0004712777,0.7128817],"genre_scores_gemma":[0.9789338,0.00004870666,0.01686759,0.0009934179,0.00002494578,0.00002276812,0.000001563512,0.000003662544,0.003103604],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8513603,"threshold_uncertainty_score":0.9161658,"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."}}