{"id":"W1967982506","doi":"10.2190/l1th-3v6m-2w5q-8ltj","title":"Making a Connection between Computational Modeling and Educational Research","year":2003,"lang":"en","type":"article","venue":"Journal of Educational Computing Research","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Connectionism; Computer science; Structuring; Perspective (graphical); Context (archaeology); Representation (politics); Artificial intelligence; Artificial neural network; Identification (biology); Task (project management); Machine learning; Concept learning","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":[0.01046238,0.0001180635,0.0002206271,0.001292234,0.001019538,0.0005002065,0.0006552004,0.00008037817,0.00005302226],"category_scores_gemma":[0.005739788,0.0001148756,0.00007547625,0.00143911,0.0001699472,0.0004190881,0.0001981182,0.001488257,0.00002926779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002676429,"about_ca_system_score_gemma":0.002535432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001657701,"about_ca_topic_score_gemma":0.000001617723,"domain_scores_codex":[0.9955685,0.001230373,0.0006243179,0.0003359227,0.001747387,0.0004934871],"domain_scores_gemma":[0.9869929,0.008706653,0.0002220246,0.0002103879,0.003651522,0.0002165143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001221016,0.0003582558,0.06472267,0.00007243627,0.00009084114,0.000003630936,0.001665145,0.135509,0.00007556494,0.7894662,0.003419381,0.004604634],"study_design_scores_gemma":[0.0003636909,0.0002125107,0.01702859,0.0002993075,0.000007052467,0.000311433,0.0005520163,0.5070583,0.00001373449,0.4728113,0.00117818,0.0001639574],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.808616,0.001109784,0.1267522,0.05955604,0.0005996681,0.0001602177,0.000001622211,0.00001304066,0.003191371],"genre_scores_gemma":[0.9116943,0.00001448666,0.08681291,0.00004505,0.001134218,0.000001384927,0.00000381998,0.00001217144,0.0002816108],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3715492,"threshold_uncertainty_score":0.7841564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2830156990053929,"score_gpt":0.5184804541933575,"score_spread":0.2354647551879647,"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."}}