{"id":"W4308713540","doi":"10.24908/pceea.vi.15912","title":"Pedagogical Strategies for Enhancing the Outcomes of Weekly Readings","year":2022,"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":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Reading (process); Perception; Mathematics education; Psychology; Pedagogy; Student engagement; Computer science","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":[0.0005664738,0.0001526858,0.0001919654,0.0002038899,0.0002468472,0.0000631669,0.0004103212,0.00006617992,0.00005147388],"category_scores_gemma":[0.000393913,0.0001295697,0.000117682,0.0004895949,0.00001298255,0.0001351787,0.00003062229,0.0002461845,0.000001494016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001646335,"about_ca_system_score_gemma":0.0006512462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009084913,"about_ca_topic_score_gemma":0.001322454,"domain_scores_codex":[0.9988696,0.000005192755,0.0003753443,0.0001292452,0.0003397882,0.0002808176],"domain_scores_gemma":[0.9992015,0.0001075536,0.0001940033,0.0001010582,0.0002980689,0.00009780264],"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":[0.000007825249,0.0002753831,0.06717721,0.001660628,0.001009836,9.941824e-8,0.04198102,0.2093604,0.0312793,0.3582872,0.2871044,0.001856682],"study_design_scores_gemma":[0.0008125728,0.0001012888,0.3423027,0.0002183401,0.0002896995,0.0000159383,0.04929831,0.02053596,0.01682918,0.002260757,0.5659592,0.001376068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739801,0.0003786928,0.0008508118,0.00924177,0.007115109,0.001402505,0.0001149464,0.0003453044,0.006570774],"genre_scores_gemma":[0.9958327,0.000006280147,0.0007472861,0.0001310411,0.00008183565,0.0003798268,0.00001015915,0.0000375945,0.002773223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3560265,"threshold_uncertainty_score":0.52837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197180884255857,"score_gpt":0.2332982744582288,"score_spread":0.2213264656156702,"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."}}