{"id":"W4385724282","doi":"10.36456/pancasona.v2i2.7895","title":"PELATIHAN PENYUSUNAN INSTRUMEN ASESMEN PENILAIAN AKHIR BAGI GURU MATEMATIKA SEKOLAH MENENGAH ATAS DI KOTA SURABAYA","year":2023,"lang":"id","type":"article","venue":"PANCASONA","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Humanities; Philosophy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002565879,0.001203271,0.001654004,0.0006171268,0.0008304585,0.0006538937,0.001281633,0.0006237506,0.01477687],"category_scores_gemma":[0.001394887,0.001207746,0.0005419474,0.00149125,0.0002633481,0.0005060971,0.0006788554,0.0009786456,0.02423208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003566997,"about_ca_system_score_gemma":0.0007444168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000181527,"about_ca_topic_score_gemma":0.0002913107,"domain_scores_codex":[0.9925939,0.0007535775,0.002092574,0.00125066,0.00151166,0.001797562],"domain_scores_gemma":[0.9931343,0.002124561,0.001173288,0.002349675,0.0003675949,0.0008505997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002783146,0.003852024,0.03116123,0.03182469,0.002064705,0.0005836338,0.1295229,0.00002662988,0.002212261,0.281514,0.5021725,0.014787],"study_design_scores_gemma":[0.01377317,0.001538056,0.09691287,0.008210358,0.003585885,0.001307077,0.08414965,0.03133727,0.007969996,0.2443538,0.4955348,0.01132706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8538508,0.0006871012,0.0002019173,0.004914004,0.002982009,0.002660105,0.0008682811,0.001094785,0.132741],"genre_scores_gemma":[0.877844,0.0007035558,0.002922097,0.0002866962,0.0008397678,0.0003377563,0.0009247252,0.0004199047,0.1157215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06575163,"threshold_uncertainty_score":0.9990373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1009608543465816,"score_gpt":0.3630497195046537,"score_spread":0.2620888651580722,"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."}}