{"id":"W4400620803","doi":"10.32388/psgnt9","title":"Review of: \"Statistical Implicative Analysis of Students’ Algebra Performance\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Mathematics; Algebra over a field; Statistical analysis; Mathematics education; Computer science; Statistics; Pure mathematics","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":[0.1276214,0.00143804,0.003828882,0.009111281,0.002673924,0.006448078,0.006445439,0.005592505,0.06389648],"category_scores_gemma":[0.453111,0.001343537,0.003443863,0.005912818,0.004774558,0.003637822,0.005205428,0.007182289,0.04271413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005140211,"about_ca_system_score_gemma":0.03413704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005656829,"about_ca_topic_score_gemma":0.00807184,"domain_scores_codex":[0.8975788,0.05415488,0.01418501,0.003018121,0.02973681,0.001326371],"domain_scores_gemma":[0.3823205,0.1844466,0.02218247,0.02954152,0.371747,0.009761889],"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":[0.00004761877,0.00001286795,0.00006511775,0.002737265,0.00004877285,0.00001869564,0.00004937554,0.0000313261,0.00006105095,0.0009053388,0.9695998,0.0264229],"study_design_scores_gemma":[0.0001196444,0.00005944293,0.001234185,0.01512456,0.0001995668,0.0001339331,0.00006957686,0.0002381598,0.0002835864,0.002223883,0.9802616,0.00005198691],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0005099216,0.04520532,0.0223,0.3603505,0.5398132,0.005328041,0.008699592,0.002417375,0.01537602],"genre_scores_gemma":[0.01304293,0.1389187,0.05402624,0.2744003,0.3912516,0.01362898,0.01741738,0.005725524,0.09158824],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1276214,"threshold_uncertainty_score":0.6749343,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.254997654092102,"score_gpt":0.5429202565439397,"score_spread":0.2879226024518377,"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."}}