{"id":"W4376573421","doi":"10.37081/ed.v11i2.4474","title":"PENGEMBANGAN MEDIA PEMBELAJARAN INTERAKTIF UNTUK MENINGKATKAN KEMAMPUAN REPRESENTASI MATEMATIS SISWA SMP NEGERI 3 GUNUNGSITOLI UTARA","year":2023,"lang":"id","type":"article","venue":"JURNAL EDUCATION AND DEVELOPMENT","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Psychology; Humanities; Mathematics education; Mathematics; Art","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":[0.001429189,0.0007546197,0.0009637236,0.0009916358,0.0006959023,0.0006394205,0.0005448628,0.0003392556,0.004849535],"category_scores_gemma":[0.0008787562,0.000738118,0.0001722562,0.000901134,0.000158752,0.0003048452,0.0003405476,0.0006190831,0.003135738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003987133,"about_ca_system_score_gemma":0.0027673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006093761,"about_ca_topic_score_gemma":0.0000834048,"domain_scores_codex":[0.9949193,0.0003295804,0.001990665,0.0008796955,0.001006225,0.0008745362],"domain_scores_gemma":[0.9963198,0.0006592556,0.0008316101,0.0008460467,0.0004921799,0.0008511143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001233016,0.002785777,0.004114212,0.00787958,0.0006591452,0.00004879298,0.5213224,0.00001215363,0.000409414,0.01471437,0.3619202,0.08601065],"study_design_scores_gemma":[0.004284754,0.000311858,0.07820633,0.00646864,0.0006893553,0.001350552,0.2780878,0.002056311,0.006027148,0.02792423,0.5902573,0.004335667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590086,0.001152781,0.0003388298,0.00731638,0.006982835,0.001260951,0.00002614722,0.0003809755,0.02353254],"genre_scores_gemma":[0.8455154,0.001819274,0.03402814,0.001518716,0.001522493,0.0006972408,0.0009206756,0.0003246666,0.1136534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2432345,"threshold_uncertainty_score":0.999507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07557788639413353,"score_gpt":0.37053714389118,"score_spread":0.2949592574970464,"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."}}