{"id":"W4415780937","doi":"10.64710/hfls9668","title":"Examining the effectiveness of the numeracy course ‘Numbers for Life’ at McMaster University","year":2025,"lang":"","type":"article","venue":"Adults Learning Mathematics An International Journal","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"George Brown College; University of Toronto","funders":"","keywords":"Numeracy; Variety (cybernetics); Class (philosophy); Narrative; Course (navigation); Qualitative property; Government (linguistics); Logical reasoning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.006834942,0.0006053397,0.0009429627,0.001402486,0.002704846,0.002226286,0.003180406,0.001138053,0.002191392],"category_scores_gemma":[0.0337256,0.000528564,0.000462058,0.001367583,0.001926382,0.001592225,0.002135422,0.001763242,0.0006267229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01207577,"about_ca_system_score_gemma":0.01362054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1430146,"about_ca_topic_score_gemma":0.2836479,"domain_scores_codex":[0.9890307,0.003078829,0.0004604314,0.001093513,0.00459688,0.001739769],"domain_scores_gemma":[0.9651213,0.01166928,0.00449616,0.001811756,0.007663684,0.00923767],"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":[0.005328177,0.05652865,0.1189213,0.001760746,0.0003725867,0.0008663238,0.06978899,0.002931332,0.02395115,0.001104477,0.01008649,0.7083598],"study_design_scores_gemma":[0.001043127,0.03625113,0.8715435,0.0006437601,0.0004261693,0.0001649729,0.03035093,0.002601587,0.03205703,0.0005189157,0.02406843,0.0003304183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954383,0.0001266477,0.0001430517,0.0005213564,0.00001912333,0.0001703373,0.00006132318,0.00004695834,0.00347294],"genre_scores_gemma":[0.9963303,0.0001493052,0.001002649,0.0002426085,0.00001903856,0.0001481532,0.000106791,0.00001567834,0.001985488],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1430146,"threshold_uncertainty_score":0.2843643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02940888203044989,"score_gpt":0.3241563932125267,"score_spread":0.2947475111820768,"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."}}