{"id":"W2356322484","doi":"","title":"Study of Intelligent CAI Based on Ontology Under the Guidance of Constructivism","year":2006,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Constructivism (international relations); Ontology; Artificial intelligence; Epistemology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001090885,0.0001297108,0.0001791871,0.0001052347,0.0001355385,0.00002083442,0.000979397,0.00003702334,0.000002422847],"category_scores_gemma":[3.802654e-7,0.0001036865,0.00006448562,0.0005409694,0.0001338391,0.00005567069,0.0001506102,0.0001028522,0.00000596619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003460984,"about_ca_system_score_gemma":0.00005474856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007479397,"about_ca_topic_score_gemma":0.00002058109,"domain_scores_codex":[0.9988368,0.00005169606,0.0004413798,0.0003510166,0.0001806306,0.0001385479],"domain_scores_gemma":[0.9985066,0.0002606303,0.0002736582,0.0007339187,0.0002013107,0.00002387548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003339007,0.00118057,0.0003594458,0.000008980979,0.00001568666,3.945055e-7,0.0001218156,0.08113232,0.002045579,0.8817884,0.0004387625,0.0329047],"study_design_scores_gemma":[0.002026477,0.001060838,0.05923965,0.00008182757,0.00006839466,0.00006215732,0.0003726068,0.2262222,0.08266,0.5291979,0.09806215,0.0009458847],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01132933,0.00003313018,0.9857736,0.0008334477,0.0000110892,0.001025832,0.000007847365,0.00009283271,0.0008929515],"genre_scores_gemma":[0.6705877,7.763114e-7,0.3287031,0.0002337074,0.00002590702,0.0004210171,0.000004660822,0.000005953514,0.0000171848],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6592584,"threshold_uncertainty_score":0.4228212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01473596533687593,"score_gpt":0.2835707890964692,"score_spread":0.2688348237595933,"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."}}