{"id":"W2610808831","doi":"10.47678/cjhe.v47i1.186485","title":"Graduand Student Attributes: A Canadian Case","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Consistency (knowledge bases); Higher education; Psychology; Student engagement; Undergraduate student; Mathematics education; Qualitative research; Process (computing); Pedagogy; Sociology; Medical education; Political science; Computer science; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003608474,0.0004491716,0.0005524937,0.001608312,0.02855903,0.003904412,0.002364659,0.002522114,0.003471649],"category_scores_gemma":[0.008794987,0.0003885503,0.0004452089,0.004510574,0.007232654,0.001134181,0.004611268,0.003694534,0.0002459818],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0523529,"about_ca_system_score_gemma":0.04791426,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.906145,"about_ca_topic_score_gemma":0.9475768,"domain_scores_codex":[0.9959012,0.0009600385,0.0001156275,0.0002478612,0.001198231,0.001577041],"domain_scores_gemma":[0.995353,0.001024477,0.0002957509,0.0001809372,0.0009362212,0.002209661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001240739,0.0003732207,0.05720052,0.0001770657,0.00001250645,0.0497327,0.804638,0.0005696852,0.000942703,0.0418371,0.007300115,0.0370923],"study_design_scores_gemma":[0.00001798261,0.0001054634,0.02325636,0.0002797468,0.00001402823,0.008995047,0.8987035,0.0008666793,0.0004849531,0.002383666,0.06482036,0.00007225369],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9628594,0.000504685,0.0008607657,0.006374997,0.0000647235,0.0001552424,0.0001403689,0.00001874744,0.02902108],"genre_scores_gemma":[0.9910165,0.0007056618,0.0009213568,0.001154086,0.00001141755,0.00005078945,0.00004725442,0.000011933,0.006080993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9476471,"threshold_uncertainty_score":0.3798487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07155550010203754,"score_gpt":0.4038894437521872,"score_spread":0.3323339436501497,"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."}}