{"id":"W2758696041","doi":"10.5539/ies.v10n10p50","title":"“ELIP-MARC” Activities via TPS of Cooperative Learning to Improve Student’s Mathematical Reasoning","year":2017,"lang":"en","type":"article","venue":"International Education Studies","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Validator; Worksheet; Acronym; Computer science; Process (computing); Quality (philosophy); Mathematics education; Product (mathematics); Test (biology); Student activities; Psychology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001376554,0.0006419882,0.0003347959,0.0006503273,0.0003507421,0.001173586,0.001088136,0.0005055756,0.005131133],"category_scores_gemma":[0.003944065,0.0001647541,0.0005591958,0.0003994154,0.0005315745,0.00149441,0.002417611,0.0006332452,0.001185863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004755222,"about_ca_system_score_gemma":0.001027017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004785414,"about_ca_topic_score_gemma":0.0006102115,"domain_scores_codex":[0.9981255,0.0008502143,0.00009550883,0.0002906629,0.0005003651,0.0001377778],"domain_scores_gemma":[0.9983293,0.0007448906,0.000216696,0.0002462594,0.0002966848,0.0001661552],"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":[0.001040275,0.005117892,0.01929859,0.002274786,0.00009925287,0.0006533894,0.0125158,0.02071393,0.04002941,0.02038829,0.00617877,0.8716896],"study_design_scores_gemma":[0.001145873,0.02400533,0.1449884,0.001996403,0.0007464499,0.003457283,0.01799639,0.3764298,0.1404246,0.05134573,0.2370816,0.0003819781],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5403124,0.0004155469,0.3915349,0.0006991404,0.00007921826,0.00131524,0.0002207358,0.002187505,0.06323526],"genre_scores_gemma":[0.8286411,0.0003762518,0.1561357,0.0001051295,0.00002965572,0.000906501,0.0002686671,0.00005883379,0.01347806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005131133,"threshold_uncertainty_score":0.0171653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1202309487972656,"score_gpt":0.4998338974578926,"score_spread":0.379602948660627,"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."}}