{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003744501,0.0003414532,0.0004724069,0.0009267516,0.0008553748,0.003420967,0.0007634931,0.0008754823,0.004081754],"category_scores_gemma":[0.02169554,0.0002229606,0.0004177136,0.0003787753,0.0005570899,0.001271252,0.0013901,0.00191446,0.0006169439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091085,"about_ca_system_score_gemma":0.001198034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002381037,"about_ca_topic_score_gemma":0.004006802,"domain_scores_codex":[0.9974453,0.0007315996,0.0001654975,0.000173283,0.0009587814,0.0005255282],"domain_scores_gemma":[0.9734075,0.007732695,0.004631927,0.0004056558,0.005822772,0.007999456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005897573,0.00466122,0.6027648,0.0009446304,0.0001270222,0.001894919,0.2398654,0.001051735,0.01822054,0.00146571,0.006969598,0.1214448],"study_design_scores_gemma":[0.00003273078,0.003826814,0.6158423,0.0004110052,0.00007961592,0.00120841,0.3472515,0.002154641,0.005778487,0.0004932805,0.022759,0.0001622601],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975513,0.0001165181,0.0002698285,0.0001643025,0.00002185123,0.00001826644,0.0000198863,0.00001455128,0.00182355],"genre_scores_gemma":[0.99792,0.000153019,0.0002387713,0.00008309996,0.0000109492,0.00001894433,0.00004221177,0.000006917515,0.001526214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004081754,"threshold_uncertainty_score":0.01980305,"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."}}