{"id":"W2114041631","doi":"10.5539/ass.v10n10p57","title":"Categorisation of Public Universities Funding","year":2014,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Tun Hussein Onn Malaysia","keywords":"Government (linguistics); Public relations; Political science; Subject (documents); Focus group; Public administration; Data collection; Survey research; Business; Sociology; Marketing; Social science; Library science; Socioeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001450951,0.00003509143,0.00006654374,0.0001024372,0.00146802,0.0000595791,0.0002654223,0.00002755083,0.0000727214],"category_scores_gemma":[0.0002851726,0.00003672317,0.00002436245,0.0008724189,0.001835138,0.0004202897,0.00003484316,0.00003585622,0.00001441299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000228026,"about_ca_system_score_gemma":0.000546624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007756977,"about_ca_topic_score_gemma":0.0002599746,"domain_scores_codex":[0.9990913,0.00009973265,0.00007808363,0.0001112317,0.0003876674,0.0002319883],"domain_scores_gemma":[0.9995874,0.0000494238,0.00007774783,0.00005067211,0.0001817447,0.00005301374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[2.258393e-7,0.000007425319,0.002827546,0.000001265021,0.000001317979,1.645228e-8,0.09321743,1.370246e-8,0.0001670326,0.8585086,0.0003216967,0.04494743],"study_design_scores_gemma":[0.00009157074,0.00001664599,0.1993152,0.000004088624,0.000005389364,7.24506e-8,0.6864074,0.000005776576,0.0001331879,0.01435831,0.09955355,0.0001088231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1029961,0.000007486381,0.0003809352,0.005971157,0.0003920101,0.00003919533,4.799146e-7,0.00002786291,0.8901848],"genre_scores_gemma":[0.9976189,0.000008437308,0.00008671034,0.00007150688,0.0002347273,0.00000108394,3.820904e-7,0.000001561574,0.00197668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8946228,"threshold_uncertainty_score":0.9998319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0504044098275852,"score_gpt":0.3400013257680096,"score_spread":0.2895969159404244,"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."}}