{"id":"W2155275949","doi":"10.24908/pceea.v0i0.3776","title":"ENGINEERING STUDENTS AND THE LIBRARY - FORGING THAT CRITICAL FIRST LINK","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"University of Regina","keywords":"Accreditation; Multitude; Work (physics); Process (computing); Engineering education; Engineering ethics; Engineering; Engineering management; Computer science; Mechanical engineering; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007615788,0.0004617823,0.0004113721,0.002645704,0.01902776,0.03310981,0.001719416,0.005279052,0.03644323],"category_scores_gemma":[0.02329102,0.0004949615,0.0003548365,0.001542063,0.01884799,0.01192033,0.01649836,0.00829687,0.01004226],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01079029,"about_ca_system_score_gemma":0.02680876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01514102,"about_ca_topic_score_gemma":0.03082814,"domain_scores_codex":[0.9913632,0.003906077,0.0002641601,0.0005527712,0.002618628,0.001295225],"domain_scores_gemma":[0.9775968,0.003564169,0.001495455,0.001338363,0.004924256,0.01108097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000137019,0.0005812791,0.01290474,0.0003706867,0.00003171445,0.001914676,0.1866467,0.0001049292,0.001474038,0.2342869,0.3784919,0.1830554],"study_design_scores_gemma":[0.00001580076,0.00008911997,0.003308047,0.0003167799,0.00001155482,0.0009130343,0.1266599,0.00004703653,0.0009584572,0.02615641,0.8414729,0.00005093831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1138835,0.0074039,0.007098203,0.2808393,0.00423471,0.0001560013,0.00009120555,0.0008030594,0.5854902],"genre_scores_gemma":[0.7019775,0.003306693,0.003853504,0.04001502,0.0006758948,0.00007070669,0.00008324509,0.0003536744,0.2496637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9892097,"threshold_uncertainty_score":0.1219147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007651582197580734,"score_gpt":0.1877480038105895,"score_spread":0.1800964216130087,"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."}}