{"id":"W7097993945","doi":"","title":"Published by Canadian Center of Science and Education 141 The Role of Tertiary Education in Developing Local Communities:","year":2016,"lang":"en","type":"article","venue":"","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Center (category theory); Further education; Comparative education; Developing country","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":[0.001390934,0.00004157268,0.00006251058,0.0001619059,0.0002308038,0.00004135699,0.0003724397,0.00003306852,0.0001536689],"category_scores_gemma":[0.00016039,0.00002810858,0.00000640941,0.0002102912,0.001414689,0.0005286557,0.00004250933,0.00003513847,0.000002700561],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007370216,"about_ca_system_score_gemma":0.01227271,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.434601,"about_ca_topic_score_gemma":0.4011397,"domain_scores_codex":[0.999327,0.00008828067,0.0001789422,0.00008109943,0.0001516024,0.0001730954],"domain_scores_gemma":[0.9994093,0.0001344083,0.00006962045,0.0001201619,0.0001954397,0.00007108796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001303097,0.00004262121,0.594202,0.00000580314,0.000003487343,5.682237e-9,0.04437349,4.77792e-8,0.0002172628,0.04449616,0.007217797,0.30944],"study_design_scores_gemma":[0.0002176341,0.000007489487,0.2860138,0.0001848373,0.000002663479,5.659477e-7,0.5302365,0.00001185258,0.003290525,0.01584499,0.1640122,0.0001769185],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9011164,0.0001004441,0.000039329,0.01263091,0.0002775021,0.0001824153,0.000002898048,0.000005079364,0.085645],"genre_scores_gemma":[0.9976647,0.00006853066,0.0004984533,0.0009525024,0.00001311185,0.00001607379,0.000002308511,0.000002594491,0.0007817553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4858631,"threshold_uncertainty_score":0.9933268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007751314801436202,"score_gpt":0.2639147130526622,"score_spread":0.256163398251226,"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."}}