{"id":"W3200564348","doi":"10.1002/tl.20461","title":"Student engagement in doctoral programs: Principal factors that facilitate learning","year":2021,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Principal (computer security); Constructive; Student engagement; Pedagogy; Mathematics education; Psychology; Graduate students; Higher education; Sociology; Political science; Computer science; Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.009628017,0.000208326,0.0003705883,0.0008728186,0.003631965,0.007713587,0.0007037641,0.0009449174,0.006373546],"category_scores_gemma":[0.04529258,0.00018925,0.0003387162,0.0007717622,0.001833292,0.001481858,0.005175083,0.001916548,0.0008620741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383767,"about_ca_system_score_gemma":0.005269006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008738526,"about_ca_topic_score_gemma":0.002260208,"domain_scores_codex":[0.9901205,0.005688207,0.000299555,0.0004593553,0.001675737,0.001756608],"domain_scores_gemma":[0.9748386,0.01051185,0.003450163,0.0006334094,0.002406047,0.00815993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007510223,0.001984539,0.5284256,0.0006394782,0.0001324737,0.0009563573,0.281768,0.0003175779,0.005430523,0.01160921,0.009388214,0.158597],"study_design_scores_gemma":[0.00003749452,0.0008526858,0.5135814,0.0004351039,0.00004347565,0.0006528996,0.4448732,0.0005490973,0.001523201,0.005648161,0.03174939,0.00005399972],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759067,0.0004301883,0.001432587,0.002732265,0.00007666658,0.00009903053,0.00005038088,0.00002731015,0.01924481],"genre_scores_gemma":[0.9974463,0.0001788223,0.0003880736,0.0001906154,0.00003164357,0.00004239441,0.00003218772,0.000008858513,0.001681211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009628017,"threshold_uncertainty_score":0.0509184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3051334960783893,"score_gpt":0.5091864091019781,"score_spread":0.2040529130235888,"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."}}