{"id":"W3001645451","doi":"10.24908/pceea.vi0.13786","title":"INVESTIGATING STUDENTS’ PERCEPTIONS OF FIRST-YEAR ENGINEERING TUTORIALS","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"York University","keywords":"Perception; Variety (cybernetics); Class (philosophy); Psychology; Medical education; Mathematics education; Pedagogy; Computer science; Medicine","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":[0.0004524337,0.0002211059,0.0002880466,0.0004371589,0.0000732949,0.00008200509,0.0006145249,0.0002086654,0.0001428402],"category_scores_gemma":[0.001100419,0.0002431978,0.0001258201,0.0006801414,0.0000131719,0.0002934907,0.00004287721,0.0003115919,0.00003568184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001491877,"about_ca_system_score_gemma":0.000294628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001291107,"about_ca_topic_score_gemma":0.0007997761,"domain_scores_codex":[0.9985222,0.000004704259,0.0004821785,0.0001840508,0.0004490183,0.0003578952],"domain_scores_gemma":[0.9987804,0.00009618581,0.000210659,0.0002406396,0.0004400632,0.0002320509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[7.414465e-7,0.00005037067,0.8499944,0.00122348,0.0001739019,1.903268e-8,0.002500201,0.1002436,0.02042552,0.008530799,0.01678427,0.00007270132],"study_design_scores_gemma":[0.0006364621,0.00003940342,0.9028463,0.0009884355,0.0001298886,0.000005465982,0.001404989,0.0295168,0.009935126,0.0001885587,0.05337914,0.0009293623],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915088,0.00008424075,0.00003543386,0.000576595,0.004738156,0.0004288088,0.00003056424,0.0002100225,0.002387422],"genre_scores_gemma":[0.9960258,0.00002104413,0.00230746,0.00003483283,0.0003164521,0.00005645233,0.00001166363,0.0000734288,0.001152892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07072676,"threshold_uncertainty_score":0.9917319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005839895435364812,"score_gpt":0.219733957228145,"score_spread":0.2138940617927802,"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."}}