{"id":"W7042702258","doi":"","title":"Pelajar pasca siswazah antarabangsa UPM meningkat","year":2011,"lang":"ms","type":"other","venue":"Universiti Putra Malaysia Institutional Repository (Universiti Putra Malaysia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General education; Work (physics); Research methodology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001532958,0.0007907222,0.0003790377,0.0007667954,0.003399713,0.003826237,0.0005926478,0.001607372,0.08833662],"category_scores_gemma":[0.00179211,0.0004650856,0.0004018527,0.0005299698,0.001096756,0.00157665,0.002481728,0.002533141,0.02961155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002166208,"about_ca_system_score_gemma":0.006206772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008640346,"about_ca_topic_score_gemma":0.02232233,"domain_scores_codex":[0.9988689,0.0002252673,0.00006127288,0.0001873395,0.0003786646,0.0002785551],"domain_scores_gemma":[0.9983841,0.0001681631,0.00009757262,0.00007973669,0.0005671917,0.000703118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006722978,0.0004700639,0.01660158,0.001272725,0.00005753966,0.002334955,0.006704504,0.0002605513,0.01217959,0.01376004,0.5967712,0.348915],"study_design_scores_gemma":[0.00001197704,0.000134897,0.007796337,0.0002481176,0.00001460574,0.0008400766,0.002929536,0.00009296606,0.003129696,0.0005845204,0.9841928,0.00002444372],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1215109,0.05518908,0.005573054,0.1167457,0.02967786,0.0006649662,0.002143727,0.001650065,0.6668445],"genre_scores_gemma":[0.1002031,0.01160579,0.002838505,0.00859722,0.001063899,0.0001199966,0.0005025321,0.0002765176,0.8747925],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08833662,"threshold_uncertainty_score":0.2955154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337171939313532,"score_gpt":0.1908645156960347,"score_spread":0.1774927963028994,"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."}}