{"id":"W2611891981","doi":"10.24200/squjs.vol12iss1pp19-40","title":"A knowledge-Induced Operator Model","year":2007,"lang":"en","type":"article","venue":"Maǧallaẗ ǧāmiʿaẗ al-Sulṭān Qābūs li-l-ʿulūm/Sultan Qaboos University journal for science","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Computer science; Domain knowledge; Epistemology; Complex system; Domain (mathematical analysis); Formalism (music); Realm; Artificial intelligence; Cognitive science; Management science; Mathematics; Philosophy; Psychology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.008519147,0.0003843784,0.0003982293,0.001066818,0.009416586,0.0005926253,0.002270303,0.0002607268,0.0001578236],"category_scores_gemma":[0.001000628,0.0004059836,0.0002759551,0.00354606,0.001612105,0.00334491,0.0002691128,0.0006726059,0.0001237341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749557,"about_ca_system_score_gemma":0.003703169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001640511,"about_ca_topic_score_gemma":0.001587602,"domain_scores_codex":[0.9953976,0.0003174047,0.0005686955,0.0008346225,0.001321515,0.001560167],"domain_scores_gemma":[0.9952566,0.0003560892,0.0003496905,0.0004578228,0.002378879,0.001200899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001378549,0.000779151,0.0005770918,0.0000299968,0.0001024824,0.0001758386,0.0513725,0.004253552,0.08564144,0.8221664,0.008268535,0.02525445],"study_design_scores_gemma":[0.009664158,0.002060873,0.003008244,0.0004891931,0.0003894701,0.0003658413,0.1064961,0.09443241,0.01420568,0.02472479,0.7400159,0.004147337],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8690957,0.0002553397,0.0488767,0.003965331,0.002390285,0.001035179,0.00005073394,0.0002835914,0.07404713],"genre_scores_gemma":[0.9746705,0.0002170788,0.003914766,0.0005286742,0.0006031695,0.000002211375,0.000005247049,0.0000293378,0.02002904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7974416,"threshold_uncertainty_score":0.9998392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03627310490909118,"score_gpt":0.3414474462725262,"score_spread":0.305174341363435,"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."}}