{"id":"W3186776979","doi":"10.20961/shes.v3i4.53372","title":"Increasing Student Learning Outcomes in Mathematics About Operational Numbers With Role Playing Method of Colors Media in Class V SDN Karanganyar Gunung 02 Semarang","year":2021,"lang":"en","type":"article","venue":"Social Humanities and Educational Studies (SHEs) Conference Series","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Mathematics education; Class (philosophy); Documentation; Action research; Academic year; Psychology; Data collection; Mathematics; Computer science; Statistics; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009712433,0.0002825809,0.0007730623,0.0001686217,0.0005654422,0.0001386715,0.0001470061,0.00009595291,0.0003287076],"category_scores_gemma":[0.001345388,0.0002593459,0.00006539417,0.0002185989,0.000370432,0.0002790311,0.0001229995,0.0002902009,0.00000217794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001754405,"about_ca_system_score_gemma":0.0006254746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003056746,"about_ca_topic_score_gemma":0.01168436,"domain_scores_codex":[0.9978371,0.0003654694,0.0007432293,0.0002867135,0.0004632247,0.0003042485],"domain_scores_gemma":[0.9958533,0.003075725,0.000322287,0.0001189076,0.0005887219,0.00004104377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004106928,0.0003622463,0.06649707,0.0007618319,0.0001779855,0.000002871924,0.36444,0.00001817065,0.00009410739,0.567386,0.00006673491,0.0001519994],"study_design_scores_gemma":[0.0007280693,0.00005002968,0.1001066,0.0005495033,0.00008344099,0.00003052093,0.7906542,0.00007841641,0.0001221274,0.1068829,0.0003400735,0.0003740948],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989022,0.0006656385,0.00008323712,0.001845346,0.0001860995,0.0002768802,0.00002065858,0.00002201393,0.007878176],"genre_scores_gemma":[0.9761574,0.0004334867,0.02087695,0.0001206697,0.0001574752,0.0001648804,0.00004379718,0.0000325131,0.002012844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4605031,"threshold_uncertainty_score":0.9999859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033812456843505,"score_gpt":0.394995245162039,"score_spread":0.2916139994776886,"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."}}