{"id":"W4247734969","doi":"10.1145/1124706.1121392","title":"Engagement theory","year":2006,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Sociology; Subject (documents); Project team; Library science; Perspective (graphical); Engineering; Pedagogy; Computer science; Knowledge management; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002490967,0.00007064462,0.0000697194,0.00003251174,0.0005829138,0.0001122018,0.0004134721,0.0000553331,0.01898077],"category_scores_gemma":[0.002983592,0.0000712035,0.00003532603,0.0001423333,0.000144169,0.00006664495,0.00006605354,0.0001785473,0.005631731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006276386,"about_ca_system_score_gemma":0.0001219448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571161,"about_ca_topic_score_gemma":0.0001099074,"domain_scores_codex":[0.9980848,0.001057933,0.0001349083,0.0001780591,0.0003000843,0.0002442344],"domain_scores_gemma":[0.997983,0.0014955,0.0001018071,0.0003005214,0.00006064433,0.00005848993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001988971,0.0002253082,0.01258347,0.000006063233,0.00001744462,0.000008219386,0.0201171,0.00004824558,0.0001413655,0.3420326,0.6159899,0.008810397],"study_design_scores_gemma":[0.00008593033,0.000009180661,0.007416318,0.000004478276,0.000009356643,2.718609e-7,0.003147494,1.245876e-7,0.00007710802,0.005827229,0.9833299,0.00009261574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2447945,0.0003163388,0.0001559535,0.1295758,0.0008110261,0.0002478315,0.000001059485,0.0003103409,0.6237872],"genre_scores_gemma":[0.8802676,0.00002332733,0.002971614,0.000909614,0.0006959402,0.00002608514,0.000003541581,0.00001151564,0.1150908],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6354731,"threshold_uncertainty_score":0.9951425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03013874694756948,"score_gpt":0.3476629075905442,"score_spread":0.3175241606429747,"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."}}