{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008752513,0.0002933356,0.0003986822,0.008479881,0.001353841,0.003558133,0.001105802,0.0007116429,0.00688926],"category_scores_gemma":[0.03885645,0.0001386627,0.000329691,0.007304838,0.001373354,0.003023195,0.003350291,0.0004756913,0.0006018448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004929441,"about_ca_system_score_gemma":0.005648538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007820345,"about_ca_topic_score_gemma":0.005388149,"domain_scores_codex":[0.9890634,0.003948671,0.001136592,0.000535244,0.003402221,0.001913872],"domain_scores_gemma":[0.9744577,0.008809407,0.005727678,0.002187931,0.00716377,0.001653433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005517356,0.0002306594,0.4550909,0.00163102,0.0001132333,0.0009610069,0.08920792,0.002333934,0.003303247,0.1194733,0.01261482,0.3144882],"study_design_scores_gemma":[0.00003865554,0.0002893244,0.569492,0.002335925,0.0000617956,0.001390691,0.2377267,0.003735468,0.001774141,0.02749767,0.1555054,0.000152215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406169,0.002285517,0.003288033,0.002472839,0.0001424914,0.000351542,0.001000223,0.00007038621,0.04977199],"genre_scores_gemma":[0.9951856,0.0005623926,0.0009687063,0.0001055657,0.0000297674,0.0001916621,0.0004105376,0.00001390754,0.002531857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008752513,"threshold_uncertainty_score":0.04628825,"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."}}