{"id":"W2039315777","doi":"10.1142/s0129183100001309","title":"LEARNING, EXPLORATION AND CHAOTIC POLICIES","year":2000,"lang":"en","type":"article","venue":"International Journal of Modern Physics C","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Chaotic; Reinforcement learning; Computer science; Artificial neural network; Artificial intelligence; Chaotic systems; Test (biology)","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":[0.00006274773,0.00005149224,0.00006501486,0.00003025662,0.00004563375,0.0001333244,0.0003665687,0.00001330124,0.000009392763],"category_scores_gemma":[0.000004525481,0.00004479706,0.00003759602,0.0000585413,0.00002000198,0.0006915398,0.00003971784,0.0001128723,0.000009965212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001342248,"about_ca_system_score_gemma":0.00001605497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003532762,"about_ca_topic_score_gemma":5.313209e-7,"domain_scores_codex":[0.999451,0.00001712525,0.0001546959,0.00007440814,0.0002373007,0.00006550205],"domain_scores_gemma":[0.9995961,0.00003018078,0.0001208431,0.00006631733,0.0001479176,0.00003869905],"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":[0.00000652207,0.00004959058,0.0001865345,8.544795e-7,0.00002723006,0.000005463943,0.0009027518,0.03809107,0.001049387,0.03522023,0.0003058348,0.9241545],"study_design_scores_gemma":[0.0004273533,0.0001221633,0.001474484,0.00003788976,0.000007881472,0.000127082,0.0000203484,0.5320445,0.001495465,0.4539788,0.01012922,0.000134721],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2307186,0.0001286215,0.7604746,0.007098097,0.0001828175,0.0000364695,8.510447e-7,0.00002428254,0.001335637],"genre_scores_gemma":[0.9964313,0.0003112779,0.002240982,0.0002432651,0.0004530913,0.000001347951,9.39409e-7,0.000003858536,0.0003139196],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9240198,"threshold_uncertainty_score":0.1826771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02204614534957352,"score_gpt":0.2711982281231609,"score_spread":0.2491520827735874,"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."}}