{"id":"W2133105369","doi":"10.1109/ijcnn.2002.1005474","title":"Input partitioning to mixture of experts","year":2003,"lang":"en","type":"article","venue":"","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Computer science; Transparency (behavior); Modular design; Context (archaeology); Scheme (mathematics); Artificial neural network; Artificial intelligence; Machine learning; Space (punctuation); Architecture; 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":[0.004804535,0.002029803,0.001991889,0.001268299,0.0009896485,0.002288332,0.002751626,0.00260016,0.007625481],"category_scores_gemma":[0.01789415,0.0009563677,0.002165322,0.001479584,0.001427265,0.0029437,0.003921624,0.002624846,0.002564242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001567106,"about_ca_system_score_gemma":0.001410693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002588688,"about_ca_topic_score_gemma":0.002425034,"domain_scores_codex":[0.9954121,0.002521716,0.0001992412,0.0008527377,0.0006998146,0.0003143681],"domain_scores_gemma":[0.9947067,0.00297077,0.0002510628,0.0008439457,0.001046386,0.0001812108],"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":[0.0009376917,0.0001635491,0.0008846865,0.0006288228,0.0003205161,0.0002216307,0.0007402979,0.4150662,0.007077648,0.1464942,0.01386528,0.4135995],"study_design_scores_gemma":[0.00003595926,0.00005795176,0.0001695523,0.00005110573,0.0000504099,0.00006891412,0.00005608532,0.919763,0.004486747,0.06799383,0.007240462,0.0000260589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002226321,0.0002653259,0.9955675,0.0001190861,0.00004536361,0.00006676921,0.0000526199,0.0002984611,0.001358683],"genre_scores_gemma":[0.1587875,0.0006326009,0.8316497,0.0004468682,0.0002840258,0.0006375865,0.0006378561,0.0003649684,0.006558818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007625481,"threshold_uncertainty_score":0.02550983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01429599939885717,"score_gpt":0.2481586123814425,"score_spread":0.2338626129825853,"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."}}