{"id":"W2908568743","doi":"10.24908/pceea.v0i0.12923","title":"Engineering Preparatory Programs: Students’ Academic Motivation","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autonomy; Mathematics education; Engineering education; Value (mathematics); Psychology; Engineering; Mathematics; Engineering management; Political science; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001033192,0.0001830132,0.000211447,0.0009835622,0.0007591654,0.001543917,0.0003613032,0.0003683245,0.003181042],"category_scores_gemma":[0.004282808,0.0001005907,0.0002209164,0.0006477649,0.0003781403,0.0003019891,0.0009443451,0.0007104771,0.0003444485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004596628,"about_ca_system_score_gemma":0.0008291606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001518792,"about_ca_topic_score_gemma":0.002426844,"domain_scores_codex":[0.9993535,0.0001537829,0.00004379232,0.00005356355,0.0002301279,0.0001651297],"domain_scores_gemma":[0.9970096,0.0005499921,0.0007958281,0.00006594419,0.0003812445,0.001197299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001143285,0.001065559,0.9664264,0.00003607109,0.00003023517,0.00007827253,0.003324783,0.00006560967,0.001144898,0.0002462129,0.000316229,0.02715138],"study_design_scores_gemma":[0.000003882319,0.0002259795,0.995638,0.000009687825,0.000007268423,0.00003136153,0.002884378,0.0001064807,0.0002774537,0.00005514608,0.0007535344,0.000006853711],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986113,0.00002702556,0.00003620554,0.00004120198,0.00000416661,0.00001028362,0.00002074197,0.000001625812,0.001247486],"genre_scores_gemma":[0.9994237,0.00002048902,0.000034236,0.000008866735,0.000003423115,0.000007240752,0.00002685012,6.2675e-7,0.0004745867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984812,"threshold_uncertainty_score":0.01064163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485787966514911,"score_gpt":0.2518161951843307,"score_spread":0.2369583155191816,"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."}}