{"id":"W1809588254","doi":"10.24908/pceea.v0i0.4709","title":"COMPLEMENTING CLASSROOM EXPERIENCE WITH STUDENT-RUN WORKSHOPS","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Shell Canada; University of Manitoba","keywords":"Curriculum; Lifelong learning; Face (sociological concept); Mathematics education; Psychology; Medical education; Pedagogy; Sociology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003014409,0.0002231067,0.0001832802,0.0002288729,0.0001620393,0.0001110527,0.0003608707,0.0001139443,0.00004027911],"category_scores_gemma":[0.0001759316,0.0002190926,0.00006082434,0.0005772818,0.00001756428,0.0004875597,0.000036004,0.0003342017,0.00001282529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002457615,"about_ca_system_score_gemma":0.00009589762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005944987,"about_ca_topic_score_gemma":0.0005084482,"domain_scores_codex":[0.9985205,0.00000435117,0.0002979727,0.000149172,0.0004176847,0.0006103132],"domain_scores_gemma":[0.9992132,0.00004297237,0.0001550407,0.0001279874,0.0001786618,0.0002820985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001526888,0.00007390306,0.9119529,0.0002412264,0.0001939207,9.06859e-8,0.01156305,0.04747314,0.01738861,0.004288002,0.006106686,0.0007169414],"study_design_scores_gemma":[0.0004569991,0.00002628308,0.8706523,0.0005362745,0.00008957706,0.00001537417,0.007402376,0.01561925,0.0248311,0.00001183761,0.07937833,0.0009803579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883617,0.00036925,0.0001840015,0.0002371972,0.001961356,0.0003462759,0.000007049565,0.0003226934,0.008210503],"genre_scores_gemma":[0.9957707,0.000006371736,0.003125497,0.00005726394,0.0002780766,0.0001064263,0.000006380526,0.00007807574,0.0005712399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07327164,"threshold_uncertainty_score":0.8934336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006206109566280676,"score_gpt":0.221869484845677,"score_spread":0.2156633752793963,"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."}}