{"id":"W6982012560","doi":"","title":"GHEF 2016 BINCANG PERANAN PENDIDIKAN TINGGI
\\nGLOBAL","year":2016,"lang":"id","type":"article","venue":"Universiti Sains Malaysia Institutional Repository (Universiti Sains Malaysia)","topic":"Global Maritime and Colonial Histories","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SFU Community Trust Endowment Fund","keywords":"Commonwealth; Work (physics); Higher education; Government (linguistics); Corporate governance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.0007472111,0.001303733,0.001212139,0.001140052,0.00736331,0.0004181657,0.002510296,0.001174159,0.002692636],"category_scores_gemma":[0.0001792164,0.001403961,0.001199529,0.002228524,0.005421233,0.003970637,0.001105733,0.0008198291,0.002276986],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01133498,"about_ca_system_score_gemma":0.005475496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01002915,"about_ca_topic_score_gemma":0.0005818385,"domain_scores_codex":[0.9909953,0.001065619,0.0009148882,0.002175221,0.002431569,0.002417338],"domain_scores_gemma":[0.9946173,0.0004476317,0.0009104633,0.001190813,0.001235656,0.001598174],"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":[0.002956182,0.002666003,0.02109021,0.00043329,0.00269983,0.02529996,0.02060774,0.006186991,0.01780602,0.8066588,0.08264129,0.01095369],"study_design_scores_gemma":[0.005160105,0.001001682,0.005610445,0.001476352,0.001249775,0.0005590271,0.02612989,0.001624283,0.0003497954,0.0007416655,0.9531025,0.002994438],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6100738,0.0006845449,0.000378625,0.004760341,0.003595876,0.0007170563,0.0005333028,0.000446721,0.3788097],"genre_scores_gemma":[0.8573092,0.0007856928,0.0002426839,0.000424557,0.00185183,0.000008933041,0.0001227316,0.00007538232,0.139179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8704612,"threshold_uncertainty_score":0.9999714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009703419591706591,"score_gpt":0.2135015954733372,"score_spread":0.2037981758816306,"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."}}