{"id":"W4384028210","doi":"10.1108/ijced-05-2023-0039","title":"Understanding numeracy coach research in Canada: a review","year":2023,"lang":"en","type":"review","venue":"International journal of comparative education and development","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Numeracy; Coaching; Context (archaeology); Qualitative research; Citation; Psychology; Content analysis; Empirical research; Qualitative analysis; Sociology; Pedagogy; Social science; Literacy; Computer science; Library science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004084389,0.0001505798,0.0006732804,0.000844359,0.0002014034,0.0001332808,0.0005373333,0.00006101805,0.00009218679],"category_scores_gemma":[0.0006391543,0.0001341051,0.00005488994,0.0007495286,0.0000956833,0.000350526,0.00006868692,0.0006697722,0.00003215641],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01358016,"about_ca_system_score_gemma":0.08278832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08475376,"about_ca_topic_score_gemma":0.3930919,"domain_scores_codex":[0.9957457,0.001406796,0.00103908,0.0001895019,0.001413854,0.0002050255],"domain_scores_gemma":[0.9956901,0.001681795,0.001033949,0.00007540488,0.001377273,0.0001414968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001188166,0.0002456756,0.0003635051,0.00271315,0.0003754872,0.00001634239,0.01733709,0.000001208727,3.337963e-8,0.0155573,0.02780342,0.9355749],"study_design_scores_gemma":[0.00005961774,0.000006308419,0.0001218842,0.03019798,0.00002452766,0.00002510056,0.01554798,2.476483e-7,2.446167e-7,0.001289436,0.9526104,0.0001162487],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002360225,0.9809276,0.0001327688,0.002162643,0.003835175,0.000489388,0.000001873754,0.000003737801,0.01242324],"genre_scores_gemma":[0.00134908,0.9966856,0.0009199412,0.0001332849,0.0004627655,0.00006974035,0.00001794367,0.00001139739,0.0003502298],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9354587,"threshold_uncertainty_score":0.9902065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7574925587302396,"score_gpt":0.6406098365684498,"score_spread":0.1168827221617897,"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."}}