{"id":"W2523177376","doi":"10.1002/emt.30219","title":"Use strategic enrollment planning to prepare your institution for today's reality","year":2016,"lang":"en","type":"article","venue":"Enrollment Management Report","topic":"Human Resource Development and Performance Evaluation","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Institution; Graduation (instrument); Enrollment management; Strategic planning; Plan (archaeology); Higher education; Political science; Management; Public relations; Academic institution; Public administration; Engineering; History; Economics; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001730839,0.0003191601,0.0002875765,0.0003174716,0.0002854549,0.0001192442,0.0002521679,0.0001072096,0.001129578],"category_scores_gemma":[0.00004344737,0.0002434336,0.0001284992,0.0002155727,0.00003600696,0.0003116148,0.0001347592,0.00006361394,0.000320695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003974699,"about_ca_system_score_gemma":0.00005098253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002874369,"about_ca_topic_score_gemma":0.00001575515,"domain_scores_codex":[0.996973,0.00008704367,0.0008442512,0.0008518139,0.0006363047,0.0006075919],"domain_scores_gemma":[0.9984888,0.00006177182,0.0003483885,0.0008093702,0.0001150678,0.0001766437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00482078,0.001980255,0.3675885,0.0005606411,0.003286906,0.002672689,0.01717991,0.003998492,0.002139172,0.1168293,0.3006057,0.1783376],"study_design_scores_gemma":[0.002992697,0.0004428486,0.2921843,0.0002695057,0.000154683,0.00005071348,0.001307876,0.000079021,0.0003277887,0.001627152,0.6998278,0.000735577],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8711047,0.00003566219,0.01743802,0.001291924,0.001482347,0.003417867,0.00002221462,0.000271641,0.1049357],"genre_scores_gemma":[0.9220859,0.00001320781,0.001556796,0.000402383,0.0002815272,0.001621796,0.0001871305,0.00003327387,0.07381802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3992221,"threshold_uncertainty_score":0.9997835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.201209299053709,"score_gpt":0.4093926679736856,"score_spread":0.2081833689199765,"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."}}