{"id":"W4386639709","doi":"10.61374/temp03.17","title":"Keupayaan Murid Dalam Menyelesaikan Masalah Matematik","year":2017,"lang":"ms","type":"article","venue":"Jurnal Penyelidikan TEMPAWAN","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Geography; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004099784,0.0001702194,0.0002347922,0.0003353769,0.00261075,0.0009624839,0.0003612202,0.0004252209,0.00616903],"category_scores_gemma":[0.0004519739,0.0001131921,0.0001693447,0.0003075234,0.0007980262,0.000542925,0.0008762389,0.0004093017,0.0007167647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006663304,"about_ca_system_score_gemma":0.001161672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002330404,"about_ca_topic_score_gemma":0.006704184,"domain_scores_codex":[0.9997575,0.00008442317,0.00001603659,0.00003666156,0.00005683671,0.00004849272],"domain_scores_gemma":[0.9997976,0.00006561786,0.00003477525,0.00001579178,0.00003876519,0.00004745345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007125623,0.003456424,0.1898161,0.002045448,0.00005916914,0.1126838,0.1973938,0.003289636,0.03355557,0.05169915,0.0102588,0.3950295],"study_design_scores_gemma":[0.00009316952,0.002392461,0.2212043,0.0006107092,0.0000970118,0.05011991,0.2976809,0.003470321,0.02824548,0.00711152,0.3888765,0.0000977736],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755799,0.0007265941,0.001006334,0.0004527078,0.00002639662,0.00004975095,0.00002311722,0.0000131731,0.02212202],"genre_scores_gemma":[0.9835028,0.0007227435,0.001833118,0.00005127505,0.000007707811,0.00002988654,0.00002669054,0.000004616233,0.01382116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00616903,"threshold_uncertainty_score":0.02063745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1309937852832221,"score_gpt":0.4188236682660882,"score_spread":0.2878298829828662,"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."}}