{"id":"W4411142892","doi":"10.1109/icaace65325.2025.11020199","title":"Medal Prediction Model Based on Machine Learning","year":2025,"lang":"en","type":"article","venue":"","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medal; Computer science; Artificial intelligence; Machine learning; Geography; Archaeology","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":[0.0001317843,0.00005541142,0.00005001849,0.0001248422,0.0001544266,0.00009104109,0.0001480893,0.00003304136,0.000007418291],"category_scores_gemma":[0.00002820385,0.00004588218,0.00002321174,0.0002033873,0.0000151013,0.0001903225,0.00002925506,0.0001329863,0.00001042199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002109137,"about_ca_system_score_gemma":0.00009880623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007869152,"about_ca_topic_score_gemma":0.000001642034,"domain_scores_codex":[0.9995162,0.00002315321,0.00008564274,0.0001819364,0.0001008996,0.00009217743],"domain_scores_gemma":[0.9997692,0.00002263282,0.00002220161,0.0001302514,0.00003619176,0.00001952225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001251849,0.00004679256,0.001956794,0.00002430933,0.000005984228,0.000001015575,0.00006318912,0.3404175,0.0007273736,0.02050414,0.0008188279,0.6354216],"study_design_scores_gemma":[0.0001866407,0.00002319547,0.00009708809,0.00002090967,0.00000208693,0.000001644718,0.000002882002,0.993716,0.003404934,0.002151235,0.0003531225,0.000040263],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0008091429,0.00001698694,0.9385793,0.000903592,0.0002918872,0.00002717449,3.571065e-7,0.0003385359,0.05903297],"genre_scores_gemma":[0.8872674,0.00000181244,0.1039862,0.0005131577,0.00001759193,0.000004555056,0.000002275947,0.000002394603,0.008204625],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8864583,"threshold_uncertainty_score":0.1871021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007091166778499323,"score_gpt":0.2252464504527171,"score_spread":0.2181552836742178,"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."}}