{"id":"W7015597478","doi":"","title":"Teknik Pengelompokan Peserta Didik Model 2.1 Menghitung Angka Satu Sampai Dua","year":2025,"lang":"id","type":"article","venue":"Repository UIN Sumatera Utara (UIN Sumatera Utara)","topic":"Educational Research and Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Term (time); Reliability (semiconductor); Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.004527312,0.001658328,0.001973719,0.001142103,0.003540494,0.002865646,0.002931888,0.001223758,0.001109747],"category_scores_gemma":[0.0009062539,0.001686882,0.0009764917,0.001799826,0.001449726,0.002072324,0.0009268357,0.001836828,0.00081691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002175914,"about_ca_system_score_gemma":0.004532811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005741279,"about_ca_topic_score_gemma":0.0005305734,"domain_scores_codex":[0.9840813,0.003897411,0.002514807,0.002735845,0.003231017,0.003539674],"domain_scores_gemma":[0.9921003,0.001828946,0.0008381108,0.002295491,0.001262781,0.001674389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005233194,0.008897155,0.1291926,0.009610972,0.005115415,0.001737989,0.1926561,0.00961483,0.4240856,0.03326891,0.1526241,0.02796312],"study_design_scores_gemma":[0.008603599,0.001543852,0.05040751,0.008965434,0.0018284,0.0003340401,0.03361972,0.06221914,0.2215256,0.01569866,0.5848524,0.01040164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9173426,0.006425813,0.0004133471,0.00432613,0.007662237,0.002264412,0.0001774024,0.000553027,0.06083501],"genre_scores_gemma":[0.8539551,0.002287337,0.003855697,0.0009211597,0.001326718,0.0004937901,0.0002331736,0.0001868612,0.1367401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4322283,"threshold_uncertainty_score":0.9999611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03462903553219437,"score_gpt":0.3851693198493167,"score_spread":0.3505402843171224,"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."}}