{"id":"W2045744112","doi":"10.1145/381234.381241","title":"The role of conflicts in the learning process","year":2001,"lang":"en","type":"article","venue":"ACM SIGCUE Outlook","topic":"Intelligent Tutoring Systems and Adaptive Learning","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Cognitive dissonance; Schema (genetic algorithms); Cognition; TUTOR; Process (computing); Psychology; Computer science; Social psychology; Mathematics education","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":[0.0008979014,0.00009344453,0.0001131716,0.00004235464,0.0002265164,0.0001246625,0.00163967,0.00003769104,0.000004033076],"category_scores_gemma":[0.0004578313,0.00005320031,0.00004511553,0.0002908967,0.00004003726,0.000165544,0.0001460766,0.0002897069,0.00004131987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001584453,"about_ca_system_score_gemma":0.00003456569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001208154,"about_ca_topic_score_gemma":0.00001800105,"domain_scores_codex":[0.998861,0.0001818212,0.0002184011,0.0001846314,0.0002939423,0.0002602442],"domain_scores_gemma":[0.9987151,0.0005284649,0.0001344816,0.0005159278,0.00008335739,0.00002268651],"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":[0.00002729495,0.0001091304,0.1778098,0.00003614651,0.00004494903,0.00006600904,0.06540116,0.01064702,0.003710075,0.6356211,0.0001013536,0.106426],"study_design_scores_gemma":[0.0002231904,0.0001454102,0.01059939,0.000119362,0.000004531396,0.0000452795,0.006650792,0.01114375,0.004221651,0.00573259,0.9609064,0.0002076553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.892719,0.003278451,0.0313435,0.003242546,0.0006603049,0.0007559133,4.028859e-7,0.0002032395,0.06779667],"genre_scores_gemma":[0.9946666,0.00003124422,0.0001020622,0.00008839039,0.00008533845,0.00001907565,2.551774e-7,0.000006454371,0.005000529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9608051,"threshold_uncertainty_score":0.3046943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01944283312524344,"score_gpt":0.2714612089528444,"score_spread":0.252018375827601,"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."}}