{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002204812,0.0008613048,0.0009168888,0.001706596,0.0004926522,0.001193814,0.001855486,0.0009910261,0.006818557],"category_scores_gemma":[0.004495248,0.0003968151,0.001085578,0.001259536,0.0004890379,0.0010222,0.0006701075,0.001643674,0.002220715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071853,"about_ca_system_score_gemma":0.0008828549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01747892,"about_ca_topic_score_gemma":0.01182878,"domain_scores_codex":[0.9991616,0.0002383181,0.00004973491,0.0002818037,0.0001274182,0.0001410626],"domain_scores_gemma":[0.9980035,0.001191532,0.0002225678,0.00009522942,0.0004041197,0.000082953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002190551,0.0001646963,0.02343545,0.00007820965,0.0001177104,0.0001393834,0.00007225123,0.8867304,0.0003664143,0.008501467,0.006424865,0.07375003],"study_design_scores_gemma":[0.000005000812,0.00001905599,0.001195297,0.000007555129,0.000008425463,0.00001667512,0.000007460432,0.9958104,0.0001050989,0.002166093,0.0006523294,0.000006612755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.165957,0.0008793643,0.8102627,0.00195189,0.0005117462,0.0003993432,0.005376741,0.003943867,0.01071743],"genre_scores_gemma":[0.8749049,0.0005061491,0.1043311,0.0003769383,0.000299712,0.0005741337,0.004800497,0.0001264082,0.01408003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01747892,"threshold_uncertainty_score":0.03475434,"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."}}