{"id":"W2042633939","doi":"10.1080/03075070902818761","title":"Alternative and professional doctoral programs: what is driving the demand?","year":2009,"lang":"en","type":"article","venue":"Studies in Higher Education","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Corporatization; Higher education; Human capital; Scrutiny; Prosperity; Sociology; Human capital theory; Professional development; Pedagogy; Political science; Public relations; Economic growth; Economics; Law","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0144443,0.000196146,0.0006480152,0.001283952,0.00372476,0.01216214,0.002017966,0.00509571,0.0406105],"category_scores_gemma":[0.03255342,0.0003316926,0.0003644557,0.002551579,0.006761305,0.01839887,0.004891358,0.00547928,0.003757785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007333181,"about_ca_system_score_gemma":0.01239217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004972554,"about_ca_topic_score_gemma":0.01269143,"domain_scores_codex":[0.991136,0.003595369,0.0002756376,0.001234998,0.001913274,0.001844801],"domain_scores_gemma":[0.9441613,0.02196311,0.004175876,0.001383384,0.005770677,0.02254569],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002912315,0.0005248915,0.0261983,0.001649844,0.00001926916,0.0004408278,0.01130549,0.0004118966,0.0006693225,0.5571168,0.1732891,0.228083],"study_design_scores_gemma":[0.00007760379,0.0002912612,0.04655521,0.002174226,0.00001194622,0.0008269089,0.07524577,0.001131349,0.0003189794,0.202317,0.6709564,0.00009329566],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06743619,0.01180748,0.001196568,0.8695291,0.0008233983,0.00002315172,0.000411006,0.00002551264,0.04874761],"genre_scores_gemma":[0.8788229,0.03379498,0.001622194,0.05465716,0.004146588,0.0001532783,0.0006787698,0.0001007494,0.02602345],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9855557,"threshold_uncertainty_score":0.1358556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3434889496401908,"score_gpt":0.5821678381221016,"score_spread":0.2386788884819108,"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."}}