{"id":"W4306950496","doi":"10.37074/jalt.2022.5.s2.8","title":"Determinants of Mathematical Educational Achievement in Cameroon","year":2022,"lang":"en","type":"article","venue":"Journal of Applied Learning & Teaching","topic":"School Choice and Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Student achievement; Mathematics education; French; Sample (material); Psychology; Academic achievement; Geography; Chemistry","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":[0.0005103,0.0002733954,0.0001529946,0.001142629,0.0006233096,0.0006501315,0.0001478084,0.0001271755,0.002130162],"category_scores_gemma":[0.002143092,0.0001495398,0.0001564287,0.001616528,0.0006212309,0.0003832112,0.000547889,0.0003274563,0.0001351976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008068594,"about_ca_system_score_gemma":0.0007810527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03581969,"about_ca_topic_score_gemma":0.03472942,"domain_scores_codex":[0.9996018,0.0001591914,0.00002400156,0.00003830335,0.00003837904,0.0001384077],"domain_scores_gemma":[0.9991552,0.0002375303,0.0003598634,0.00002528646,0.0000821688,0.0001400515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003402409,0.00002915471,0.9930481,0.00001505209,0.000009052567,0.0001866272,0.0008915417,0.0001306293,0.0002727674,0.0004073127,0.0001094321,0.004866328],"study_design_scores_gemma":[0.000001087382,0.00002422461,0.9976264,0.00001349324,0.000003428459,0.00008113846,0.001519152,0.0002200465,0.00008689997,0.00005319541,0.0003674255,0.000003416952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992048,0.0000846746,0.00004512892,0.00006273356,0.000001909428,0.000004160328,0.00008130606,0.000001617828,0.0005137717],"genre_scores_gemma":[0.9998057,0.00004269842,0.00003812594,0.000004082691,8.836356e-7,0.000002423191,0.00003138087,4.755037e-7,0.00007425532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03581969,"threshold_uncertainty_score":0.07122236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01944823600223314,"score_gpt":0.3315767352425189,"score_spread":0.3121284992402857,"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."}}