{"id":"W3157900559","doi":"10.5539/ies.v14n5p109","title":"The Role of RAMP Initiative (Reading and Mathematics Project) in Raising the Level of Students in the Basic stage in Reading and Numeracy Skills","year":2021,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Methods and Media Use","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Numeracy; Reading (process); Mathematics education; Raising (metalworking); Psychology; Literacy; Bachelor degree; Bachelor; Degree (music); Pedagogy; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001538651,0.00007481252,0.0001386455,0.0001451256,0.0000718611,0.00007435763,0.0003577122,0.00001641179,8.567367e-7],"category_scores_gemma":[0.003010172,0.00004442516,0.00001668308,0.000367656,0.000101096,0.0002297486,0.0001949152,0.0001185636,2.01329e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006653529,"about_ca_system_score_gemma":0.0002897207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001433969,"about_ca_topic_score_gemma":0.0001967208,"domain_scores_codex":[0.998848,0.0002325412,0.0003612484,0.0001534076,0.0003136548,0.00009115817],"domain_scores_gemma":[0.9956794,0.003520305,0.0002053466,0.0001542408,0.0004305329,0.0000102141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000008260283,0.0006936767,0.3139929,0.00007053326,0.0001003206,0.000002017239,0.4446922,0.00002322831,0.000584069,0.1557809,0.00007779941,0.08397408],"study_design_scores_gemma":[0.0004599178,0.00002160913,0.6289045,0.000702667,0.00001000152,0.00001697029,0.2828466,0.0008267167,0.002406531,0.08174004,0.001946185,0.0001182159],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918869,0.002149736,0.0007053141,0.004147511,0.0004846037,0.0002253196,0.000004853377,0.000002133164,0.0003936153],"genre_scores_gemma":[0.9794275,0.001282161,0.01879258,0.000205496,0.00004348548,0.00009971473,0.00000162358,0.000003666145,0.0001437558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3149117,"threshold_uncertainty_score":0.3603674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1574071331120095,"score_gpt":0.4715759249889842,"score_spread":0.3141687918769747,"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."}}