{"id":"W4412082762","doi":"10.1109/eem64765.2025.11050323","title":"A Custom Automated Bidding Solution for Short-Term Operation in Mibel Market","year":2025,"lang":"en","type":"article","venue":"","topic":"Advanced Manufacturing and Logistics Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Bidding; Term (time); Computer science; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007483236,0.00007457021,0.00007780618,0.0001329785,0.00004154547,0.00002617022,0.00003930651,0.00005960393,0.00001755313],"category_scores_gemma":[0.00003011888,0.00007721533,0.0000161901,0.00009342161,0.000006524956,0.0001053117,0.000009821356,0.00004624531,0.000001728394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001021807,"about_ca_system_score_gemma":0.000008279275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005130436,"about_ca_topic_score_gemma":0.0000442182,"domain_scores_codex":[0.9995902,0.000006208341,0.0001406079,0.0001017432,0.00003100605,0.0001303046],"domain_scores_gemma":[0.9998497,0.00003770758,0.000006137682,0.00007527597,0.00001784101,0.00001333327],"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":[0.000008842167,0.00000884029,0.0000995001,0.00006186827,0.000006843755,3.7335e-7,0.00002775955,0.9885017,0.001287043,0.0008516075,0.002596173,0.006549454],"study_design_scores_gemma":[0.0002152288,0.000006124723,0.001791992,0.00003028048,0.000005708508,2.710461e-7,0.00001242933,0.9934012,0.003801352,0.0001969996,0.0004550026,0.00008342177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004018685,0.00003572785,0.9835564,0.0000388581,0.0002360435,0.0002283576,0.000004016939,0.0008862413,0.01099559],"genre_scores_gemma":[0.9498074,0.00002964874,0.04916816,0.00002081959,0.00001709339,0.00005761274,0.00004655577,0.00001133017,0.0008413748],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9457887,"threshold_uncertainty_score":0.314875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106664429508337,"score_gpt":0.2658445176726552,"score_spread":0.2547778733775718,"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."}}