{"id":"W2069355849","doi":"10.4018/978-1-59904-939-7.ch070","title":"Development of KABISA","year":2008,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pfizer (Canada)","funders":"","keywords":"TUTOR; Computer science; Value (mathematics); Computation; Mathematics education; Development (topology); Software engineering; Programming language; Mathematics","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":[0.0003255983,0.000211035,0.0003147096,0.00005447088,0.0003990312,0.00002172433,0.0003214027,0.0003771241,0.0001876852],"category_scores_gemma":[0.00003500651,0.000220261,0.0001342562,0.00002042413,0.0002609313,0.00002916861,0.00007862507,0.0002147887,0.0001925948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002908595,"about_ca_system_score_gemma":0.002055698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004235182,"about_ca_topic_score_gemma":0.00122839,"domain_scores_codex":[0.9984575,0.00003639495,0.0003673842,0.0002614427,0.0005686344,0.0003086459],"domain_scores_gemma":[0.9992723,0.00003487873,0.0002725325,0.0001797637,0.0001137784,0.0001267202],"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":[0.00001134848,0.000004536647,0.00002429607,0.00002325204,0.00004602809,0.00001564593,0.006492507,5.818385e-7,0.000006771802,0.9390403,0.002350997,0.05198375],"study_design_scores_gemma":[0.0001173573,0.00001786731,0.00001984367,0.0001571681,0.0000171807,0.000002812643,0.0001123013,2.147982e-7,0.00004384971,0.03090563,0.9683496,0.0002561885],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002225055,0.0004260867,0.00005079728,0.0000357962,0.0002363648,0.000232411,0.00001656727,0.00009368298,0.9986858],"genre_scores_gemma":[0.1555177,0.00009050628,0.01613094,0.0004622317,0.0007531027,0.00002375182,0.000009777884,0.00007076738,0.8269413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9659986,"threshold_uncertainty_score":0.8981982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03812594932783814,"score_gpt":0.2903065941945068,"score_spread":0.2521806448666687,"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."}}