{"id":"W2140407154","doi":"10.5555/1036843.1036887","title":"Active model selection","year":2004,"lang":"en","type":"article","venue":"","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Task (project management); Simple (philosophy); Set (abstract data type); Selection (genetic algorithm); Artificial intelligence; Model selection; Sample (material); Machine learning; Active learning (machine learning); Field (mathematics); Sample complexity; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004896578,0.002069718,0.002957352,0.001681949,0.0009777909,0.002498801,0.00633349,0.003858225,0.008641331],"category_scores_gemma":[0.01565553,0.001245449,0.002161889,0.001611858,0.001731333,0.004515958,0.003859431,0.003038747,0.002703748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009687057,"about_ca_system_score_gemma":0.001507939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001582435,"about_ca_topic_score_gemma":0.002211695,"domain_scores_codex":[0.9958204,0.002294337,0.0001573116,0.000714138,0.0007327709,0.000281058],"domain_scores_gemma":[0.9901349,0.006801862,0.0004381735,0.001650985,0.0006891291,0.0002850083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006995367,0.0004979633,0.002091739,0.0003642599,0.0004220563,0.000305255,0.0002462712,0.4401829,0.003502954,0.1022155,0.02305373,0.4264178],"study_design_scores_gemma":[0.0000590486,0.00004941097,0.00007691935,0.00001991645,0.000030946,0.00007019521,0.00001952214,0.9556789,0.001335719,0.03994855,0.002697358,0.00001352833],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003971827,0.0003636452,0.9924306,0.0003127537,0.00007623719,0.0001155214,0.0001028167,0.0007155807,0.001911035],"genre_scores_gemma":[0.3704377,0.0007849774,0.6136156,0.00135534,0.0005549926,0.0011043,0.001485692,0.0004821891,0.0101791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008641331,"threshold_uncertainty_score":0.02890813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008331924834581646,"score_gpt":0.2432273949317493,"score_spread":0.2348954700971677,"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."}}