{"id":"W4404131338","doi":"10.1137/1.9781611978162.ch5","title":"Chapter 5: Learning Dynamics with Neural Networks","year":2024,"lang":"en","type":"book-chapter","venue":"Society for Industrial and Applied Mathematics eBooks","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Dynamics (music); Computer science; Artificial neural network; Artificial intelligence; Psychology; Pedagogy","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":[0.0003818614,0.0009396654,0.0006042678,0.0006160091,0.0004242553,0.001665315,0.0008374709,0.001343647,0.02207807],"category_scores_gemma":[0.001802459,0.0003694896,0.0006415322,0.0008939928,0.0007268594,0.002028957,0.001083887,0.002414674,0.005581918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007835982,"about_ca_system_score_gemma":0.0005531135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293862,"about_ca_topic_score_gemma":0.001338945,"domain_scores_codex":[0.9997366,0.00006647256,0.00001485567,0.0000634446,0.0001005945,0.00001792589],"domain_scores_gemma":[0.9997012,0.0001966328,0.00001192184,0.00003086044,0.00004619897,0.000013101],"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":[0.0000345706,0.00007313886,0.0004475391,0.0008255261,0.00008655587,0.000134366,0.0002528934,0.07039271,0.001569648,0.6033362,0.08014315,0.2427038],"study_design_scores_gemma":[0.000009285175,0.00003209674,0.0003088246,0.0005492658,0.00002306261,0.0001832332,0.00005225195,0.08475603,0.001420177,0.5282601,0.3843775,0.00002806759],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.003173905,0.07269575,0.7565628,0.007212934,0.003529932,0.0001085327,0.0007546513,0.001099718,0.1548618],"genre_scores_gemma":[0.1490208,0.1652731,0.4229775,0.005640976,0.0100002,0.0007836797,0.002941776,0.001493098,0.2418688],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02207807,"threshold_uncertainty_score":0.0738585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332561382580486,"score_gpt":0.2212070946835761,"score_spread":0.1878814808577712,"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."}}