{"id":"W2885682131","doi":"10.24908/pceea.v0i0.10512","title":"REFLECTIONS ON FIVE YEARS OF COHERENT TEACHING ACROSS THREE COURSES ON DIGITAL LOGIC AND COMPUTER SYSTEMS","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Attendance; Computer science; Mathematics education; Computer programming; Medical education; Psychology; Medicine; Political science; Programming language","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.000190676,0.0001443739,0.0001628819,0.0001732968,0.0001216918,0.0001212115,0.000166787,0.00009557658,0.000003088923],"category_scores_gemma":[0.0002855723,0.0001532073,0.00004640286,0.0001917361,0.00002945508,0.0001512888,0.00002192306,0.0002739722,0.000007254132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001194166,"about_ca_system_score_gemma":0.00005403546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001013155,"about_ca_topic_score_gemma":0.0005154414,"domain_scores_codex":[0.9991805,0.000003533776,0.0002201588,0.0001473078,0.000202601,0.0002458792],"domain_scores_gemma":[0.9994226,0.00007702661,0.0001318977,0.00009116466,0.0001657729,0.0001115017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00002521437,0.0003698017,0.08607429,0.001428884,0.001000116,5.762195e-7,0.02382901,0.6789882,0.02871236,0.1275081,0.03914543,0.01291812],"study_design_scores_gemma":[0.00119106,0.0009511202,0.5447866,0.003377855,0.0001244172,0.00003207928,0.004307388,0.3643274,0.01314431,0.0003192197,0.06562475,0.001813805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914809,0.00006515445,0.0001581134,0.0001166859,0.002712234,0.0002629296,0.00004044762,0.0001535268,0.00501001],"genre_scores_gemma":[0.9987344,0.000003061688,0.0005210263,0.00002880889,0.0003905039,0.00002513053,0.000004630584,0.00004149847,0.0002509826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4587123,"threshold_uncertainty_score":0.6247614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01057951217755031,"score_gpt":0.2638177414326517,"score_spread":0.2532382292551014,"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."}}