{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006885321,0.0001511408,0.0001778536,0.001051603,0.0002428864,0.0002654985,0.000826816,0.0002495733,0.00001994335],"category_scores_gemma":[0.00007145289,0.0001786326,0.00003000784,0.000297529,0.0002000406,0.000256264,0.001187803,0.001036307,0.000005966885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005457122,"about_ca_system_score_gemma":0.001482613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004324759,"about_ca_topic_score_gemma":0.00001902285,"domain_scores_codex":[0.9984786,0.00006749418,0.0003385991,0.0006447733,0.0001167005,0.0003538603],"domain_scores_gemma":[0.9987894,0.0001633493,0.0001160244,0.0007307077,0.0001288814,0.00007169473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000179999,0.0001212648,0.004235313,0.00003918964,0.00002330263,0.000003614122,0.0002766125,0.006034151,0.00003852994,0.5929332,0.0002533565,0.3960397],"study_design_scores_gemma":[0.0005628681,0.00009559449,0.0981767,0.0009309454,0.00001189689,0.00008364268,0.0009228372,0.04494763,0.0002612889,0.3166477,0.5360902,0.001268724],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3795327,0.002415814,0.007249951,0.03279328,0.003571312,0.001380473,0.00001320336,0.0004434809,0.5725998],"genre_scores_gemma":[0.9253368,0.001393264,0.068696,0.0003314634,0.0003040342,0.0003310675,0.00003310159,0.00001840766,0.003555882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5690439,"threshold_uncertainty_score":0.7284426,"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."}}