{"id":"W2146275746","doi":"10.24908/pceea.v0i0.5953","title":"THE SELF-DIRECTED LEARNING READINESS SCALE, CONSCIENTIOUSNESS, AND THE PREDICTION OF ENGINEERING STUDENT LEARNING OUTCOMES","year":2015,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Conscientiousness; Scale (ratio); Psychology; Computer science; Applied psychology; Personality; Big Five personality traits; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003384642,0.0004761447,0.0004929359,0.001220301,0.0006320649,0.0007745067,0.001104652,0.001022928,0.004833587],"category_scores_gemma":[0.02602321,0.0003191823,0.0007659719,0.001063118,0.0004475466,0.0007336204,0.000594648,0.001600301,0.001103254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000618773,"about_ca_system_score_gemma":0.001331876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03171825,"about_ca_topic_score_gemma":0.04128402,"domain_scores_codex":[0.9987424,0.0004052799,0.0002000309,0.0001199379,0.0003784092,0.0001539797],"domain_scores_gemma":[0.9810642,0.00917095,0.002590768,0.001454533,0.003096909,0.002622694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007682795,0.0009035243,0.9832825,0.00005302963,0.0002824744,0.00006939572,0.0001119461,0.0003752114,0.0001267691,0.00007539375,0.002261573,0.01168984],"study_design_scores_gemma":[0.00008517414,0.0003750814,0.9974272,0.00004446235,0.00005057139,0.00004098752,0.0001075037,0.0008953242,0.0001466216,0.0001430903,0.0006663119,0.00001761655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945756,0.0002927736,0.0001503368,0.0003571956,0.0001108786,0.00004760802,0.002179803,0.00001358716,0.00227228],"genre_scores_gemma":[0.9953702,0.0001474221,0.0002245674,0.00008226763,0.00004526876,0.0001161328,0.002193253,0.000004956592,0.001815951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03171825,"threshold_uncertainty_score":0.06306726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003430570495110711,"score_gpt":0.1870120189392845,"score_spread":0.1835814484441738,"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."}}