{"id":"W3125095738","doi":"","title":"Planning, Designing and Managing Higher Education Institutions","year":2005,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Educational Innovations and Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Modernization theory; Higher education; Engineering management; Space (punctuation); Selection (genetic algorithm); Hazard; Business; Knowledge management; Engineering; Political science; Environmental planning; Computer science; Geography","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":[0.005663009,0.0006493943,0.0004154587,0.002588062,0.005493678,0.01245741,0.002645271,0.002651353,0.009153801],"category_scores_gemma":[0.004822032,0.000637398,0.0008203427,0.005275704,0.004561807,0.006366602,0.00482555,0.002285844,0.001701099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01279734,"about_ca_system_score_gemma":0.02663117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0175197,"about_ca_topic_score_gemma":0.03106811,"domain_scores_codex":[0.9939893,0.002867877,0.0002913573,0.0004876143,0.0009081071,0.00145572],"domain_scores_gemma":[0.9963564,0.0008454526,0.0004834968,0.0004196213,0.000685522,0.001209513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005458503,0.0003445504,0.01297399,0.0009834019,0.00007639021,0.001199338,0.008014631,0.1645216,0.002121949,0.4975345,0.02842848,0.2837465],"study_design_scores_gemma":[0.00006738293,0.0002907656,0.00744682,0.001132879,0.00008634978,0.0004439616,0.04274261,0.03978594,0.004747144,0.3378414,0.5652668,0.0001478951],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.09673063,0.006374749,0.4848993,0.04104242,0.0004415354,0.004378026,0.0008241592,0.001119084,0.3641902],"genre_scores_gemma":[0.6570117,0.005448618,0.3049615,0.0008444265,0.0001173616,0.0009699506,0.0004529339,0.0001559969,0.03003755],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0175197,"threshold_uncertainty_score":0.09285164,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08614688656293518,"score_gpt":0.3805218235015307,"score_spread":0.2943749369385956,"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."}}