{"id":"W2921852194","doi":"10.7202/1057130ar","title":"Student Needs, Employment Realities, and PhD Program Design in Canada: The Case of Planning PhD Programs","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Graduation (instrument); General partnership; Variety (cybernetics); Medical education; Career planning; Sociology; Plan (archaeology); Public relations; Political science; Pedagogy; Medicine; Engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.008972678,0.0002722304,0.0004260823,0.002028938,0.03803657,0.01022045,0.003229225,0.002283131,0.005709084],"category_scores_gemma":[0.01787141,0.000628828,0.0004061733,0.004590289,0.01067446,0.00192312,0.00767147,0.00361728,0.0002868472],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1807199,"about_ca_system_score_gemma":0.3262695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9707457,"about_ca_topic_score_gemma":0.9913458,"domain_scores_codex":[0.9877936,0.002738382,0.0002532497,0.0006728372,0.002213672,0.006328266],"domain_scores_gemma":[0.9686863,0.004809994,0.00107934,0.0004757845,0.004075395,0.02087322],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004626019,0.0007567605,0.1881988,0.0004270195,0.00005758566,0.006704219,0.6068857,0.001953123,0.001720595,0.04737635,0.0265248,0.1189324],"study_design_scores_gemma":[0.00006968724,0.0001249506,0.1081195,0.0002850895,0.00002841578,0.0004271956,0.8040814,0.0008879508,0.0003582589,0.003017633,0.08250111,0.00009890066],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9382136,0.0006134406,0.0005646421,0.02840652,0.0001001816,0.000247619,0.0002570816,0.00002912579,0.0315678],"genre_scores_gemma":[0.9910074,0.0004098094,0.0006677281,0.001420439,0.00001722094,0.0000573002,0.00007536483,0.00001243288,0.006332232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9910273,"threshold_uncertainty_score":0.9502488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0866578971136514,"score_gpt":0.2909956327858572,"score_spread":0.2043377356722058,"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."}}