{"id":"W2951354326","doi":"","title":"Facilitating Learning and Research Engagement of 4th year Undergraduate Students: the Outcomes of Student Self-Assessment Survey","year":2017,"lang":"en","type":"article","venue":"Qualitative and Quantitative Methods in Libraries","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Likert scale; Medical education; Context (archaeology); Psychology; Student engagement; Class (philosophy); Information literacy; Scale (ratio); Conceptual framework; Pedagogy; Mathematics education; Medicine; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.03891718,0.0001258977,0.0003790896,0.0002119547,0.001646045,0.000562967,0.0005948977,0.00004518464,0.0000221131],"category_scores_gemma":[0.006956927,0.00008593142,0.00004130806,0.0003621399,0.002704747,0.005048133,0.0005282897,0.0003570655,0.00000121714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002816429,"about_ca_system_score_gemma":0.0002234492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001322552,"about_ca_topic_score_gemma":0.00007491784,"domain_scores_codex":[0.9784467,0.01951001,0.0006219323,0.0002433829,0.0008913649,0.0002866313],"domain_scores_gemma":[0.9725261,0.02636625,0.0005177721,0.0002101952,0.0003148097,0.00006486944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001066007,0.00003194643,0.3362909,0.00002087797,0.00003913273,1.226725e-7,0.322491,0.000001101993,0.00001205469,0.3399962,0.00001219315,0.001093796],"study_design_scores_gemma":[0.0002187909,0.0001695172,0.5090166,0.00003240603,0.000004115831,1.601553e-8,0.4601097,0.00003170244,0.00006168115,0.02963975,0.0006548409,0.00006084868],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868397,0.0003731323,0.003808189,0.002268802,0.0001077269,0.0004779193,0.00002665137,0.0000143279,0.006083614],"genre_scores_gemma":[0.7947841,0.0005136889,0.2042345,0.00005258729,0.000007658263,0.00002531065,0.000003708903,0.000005632698,0.0003728008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3103564,"threshold_uncertainty_score":0.9996537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3795465078128826,"score_gpt":0.6369396144877767,"score_spread":0.2573931066748941,"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."}}