{"id":"W4390443186","doi":"10.56773/bj.v3i1.39","title":"Learning Gap Assessment in Integrated Mathematics 9","year":2023,"lang":"en","type":"article","venue":"Brillo Journal","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Mathematics education; Intervention (counseling); Test (biology); Peer tutor; Psychology; Medical education; Medicine","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":[0.002891953,0.0002764814,0.0005992079,0.00116209,0.0005539939,0.001355941,0.000819861,0.0005676383,0.002548608],"category_scores_gemma":[0.008577899,0.0001522188,0.0003499977,0.0007663662,0.0003998879,0.001378729,0.002549822,0.0007254034,0.0004593972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009070989,"about_ca_system_score_gemma":0.0024395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002108325,"about_ca_topic_score_gemma":0.004846727,"domain_scores_codex":[0.9977822,0.0007423851,0.0001920821,0.0002546998,0.0008184141,0.0002101587],"domain_scores_gemma":[0.9949634,0.001806354,0.001105234,0.0001935462,0.001152796,0.000778733],"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":[0.002307052,0.008281863,0.3716124,0.00155358,0.0001071906,0.0005345626,0.01550745,0.003733844,0.01105192,0.002610974,0.002958111,0.5797409],"study_design_scores_gemma":[0.0002542149,0.01186587,0.898744,0.001068841,0.00011792,0.001245379,0.03689585,0.0123715,0.01651908,0.005161443,0.01561292,0.00014307],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882618,0.0003781655,0.003958362,0.0001572073,0.00003406603,0.0004570947,0.0001462327,0.00005753747,0.006549519],"genre_scores_gemma":[0.9912233,0.0001805452,0.006333289,0.00004189229,0.000005000893,0.0003440156,0.0001128113,0.000005444718,0.001753677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002891953,"threshold_uncertainty_score":0.01529431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1488701794942052,"score_gpt":0.4381290270879072,"score_spread":0.289258847593702,"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."}}