{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002989533,0.0001868946,0.0002165617,0.0003477931,0.0007442306,0.0002005018,0.0003532119,0.00004724517,0.0006282479],"category_scores_gemma":[0.00026377,0.0001397446,0.00008337149,0.0005390295,0.0001033359,0.0001786167,0.0002579562,0.00005356397,0.000071742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004593741,"about_ca_system_score_gemma":0.000100322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001092512,"about_ca_topic_score_gemma":0.00004295462,"domain_scores_codex":[0.997216,0.0001170451,0.000457321,0.000449789,0.0009970246,0.0007627563],"domain_scores_gemma":[0.9987844,0.0002419858,0.0001733682,0.000377103,0.0001928985,0.0002302929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001933238,0.0005679828,0.2356729,0.0002002152,0.0007770807,0.0002665488,0.01042659,0.00005042251,0.0001124947,0.03824647,0.6020867,0.1113993],"study_design_scores_gemma":[0.0005224325,0.0001546366,0.03354195,0.0001530426,0.00003387528,8.035306e-7,0.004496891,0.000001987984,0.0001052505,0.0008419261,0.9599213,0.0002259315],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2380282,0.0002443501,0.0198802,0.08657636,0.003785681,0.01645915,0.0000150715,0.001116058,0.6338949],"genre_scores_gemma":[0.6437721,0.0001122449,0.01178333,0.0004431616,0.0005805101,0.00493442,0.00001323125,0.00002782396,0.3383332],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4057438,"threshold_uncertainty_score":0.6878874,"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."}}