{"id":"W4255776982","doi":"10.1002/emt.30239","title":"Linking program planning to market needs for high job‐placement rates","year":2016,"lang":"en","type":"article","venue":"Enrollment Management Report","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institution; Workforce; Business; Job placement; Academic institution; Job market; Workforce planning; Public relations; Marketing; Operations management; Political science; Management; Economic growth; Economics; Engineering; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004641608,0.0002528864,0.000220924,0.002239592,0.003446176,0.006379413,0.00201317,0.00106376,0.02411112],"category_scores_gemma":[0.01738383,0.0004012132,0.0003025958,0.001962997,0.0008279399,0.001299382,0.001604501,0.002250952,0.001777109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02265042,"about_ca_system_score_gemma":0.05421826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4932131,"about_ca_topic_score_gemma":0.760727,"domain_scores_codex":[0.9966236,0.0008967961,0.00007419638,0.0001803055,0.00077125,0.001453663],"domain_scores_gemma":[0.9832416,0.00311971,0.001372469,0.0002677761,0.004717802,0.007280784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000503458,0.002067604,0.5445401,0.0003611053,0.0001061129,0.0006310389,0.007510791,0.009521546,0.002339651,0.02177161,0.1520805,0.2585665],"study_design_scores_gemma":[0.00008149954,0.0003926944,0.8887342,0.0004327101,0.00004633463,0.0001202028,0.03517662,0.01484614,0.001097272,0.008445309,0.05052565,0.0001013679],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7433322,0.0006374984,0.004146841,0.06887244,0.0001966817,0.0007501355,0.002715003,0.000475214,0.1788739],"genre_scores_gemma":[0.9824258,0.0003120029,0.001983747,0.00112851,0.0000360871,0.0001605906,0.0006632255,0.00008529911,0.01320462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4932131,"threshold_uncertainty_score":0.9806846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620780376047607,"score_gpt":0.4190771741533854,"score_spread":0.3828693703929093,"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."}}