{"id":"W4384932022","doi":"10.5539/ies.v16n4p21","title":"Think-Pair-Share in the Development of Grade 7 Student Multiply and Divide Decimal Mathematical Achievement","year":2023,"lang":"en","type":"article","venue":"International Education Studies","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Rubric; Mathematics education; Decimal; Test (biology); Achievement test; Psychology; Academic achievement; Computer science; Mathematics; Arithmetic; Standardized test","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":[0.002396178,0.0004334858,0.0003583128,0.0006105815,0.0003546902,0.0006704371,0.0006296235,0.0003519035,0.002433371],"category_scores_gemma":[0.008981073,0.0002475966,0.0003126122,0.0002304874,0.0003776414,0.0007261245,0.0008190657,0.0005328099,0.0003924289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704683,"about_ca_system_score_gemma":0.0007831458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004802404,"about_ca_topic_score_gemma":0.0009080441,"domain_scores_codex":[0.9980909,0.0009371139,0.00008841464,0.0001841628,0.0005917274,0.0001077199],"domain_scores_gemma":[0.9947546,0.002989547,0.001089097,0.0003523969,0.0003175858,0.0004968825],"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":[0.003202891,0.02655758,0.1565288,0.0007980319,0.0001535948,0.0004905952,0.02146027,0.002126327,0.0337046,0.001612407,0.001744131,0.7516208],"study_design_scores_gemma":[0.00133153,0.08590578,0.7125652,0.0004642222,0.0005848136,0.002912446,0.03405194,0.01316313,0.1215921,0.005299496,0.02183606,0.0002933165],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933591,0.00006686578,0.003975917,0.00007631565,0.00001443471,0.0001752767,0.00001696787,0.00006488348,0.002250173],"genre_scores_gemma":[0.9833224,0.0001247138,0.01407929,0.00004149275,0.00001032239,0.0002119854,0.00005243655,0.00001153729,0.002145831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002433371,"threshold_uncertainty_score":0.01267236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2866254441859503,"score_gpt":0.5117730579883825,"score_spread":0.2251476138024322,"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."}}