{"id":"W1925677124","doi":"10.24908/pceea.v0i0.3900","title":"UNIVERSITY AND COMMUNITY COLLEGE STUDENTS CAN SHARE A LEARNING EXPERIENCE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Fleming College","funders":"","keywords":"Presentation (obstetrics); Multidisciplinary approach; The arts; Engineering education; Engineering; Medical education; Queen (butterfly); Engineering management; Psychology; Management; Sociology; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002553108,0.0001279317,0.000114771,0.0002008469,0.0002751306,0.00003791018,0.0003269323,0.00009396406,0.00003364514],"category_scores_gemma":[0.0002793703,0.0001431877,0.00003217386,0.0004364132,0.00001479003,0.0001457179,0.00003789259,0.0003960432,0.00000295341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001561636,"about_ca_system_score_gemma":0.0001863521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004933599,"about_ca_topic_score_gemma":0.004319919,"domain_scores_codex":[0.9993312,0.00001047983,0.0001495957,0.00009787172,0.0001931869,0.0002177048],"domain_scores_gemma":[0.9994013,0.00002468266,0.00008100527,0.00007452214,0.0002197094,0.000198743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002655549,0.0001614905,0.9088629,0.0005672806,0.0001945724,3.250632e-7,0.06681462,0.001488017,0.001414731,0.005974409,0.01388336,0.0006356053],"study_design_scores_gemma":[0.0001655614,0.00001311443,0.9663472,0.0001542997,0.00002623031,0.000004226675,0.009918172,0.001300374,0.001423944,0.00002981157,0.02032099,0.0002960565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940985,0.00003538818,0.000007234854,0.0001465075,0.0006499153,0.0001697828,0.00001766053,0.0001431893,0.004731858],"genre_scores_gemma":[0.9976655,0.0000190563,0.0005248332,0.00003456498,0.00002477545,0.00001577081,0.000005107749,0.000022642,0.001687724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05748429,"threshold_uncertainty_score":0.7458158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008748979019533332,"score_gpt":0.1831761073693833,"score_spread":0.17442712834985,"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."}}