{"id":"W2782658396","doi":"10.31316/j.derivat.v4i2.151","title":"Peningkatan Kemampuan Komunikasi Matematis Siswa SMP Melalui Pembelajaran Inkuiri Model Alberta","year":2019,"lang":"en","type":"article","venue":"Jurnal Derivat Jurnal Matematika dan Pendidikan Matematika","topic":"Mathematics Education and Pedagogy","field":"Mathematics","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Class (philosophy); Psychology; Population; Computer science; Artificial intelligence; Sociology","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","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003728258,0.002299847,0.003890799,0.001399854,0.001008006,0.001532248,0.003195927,0.000913955,0.0112948],"category_scores_gemma":[0.001382766,0.002027226,0.001187108,0.001256397,0.000341058,0.001988849,0.0008879649,0.001902144,0.005758488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006316421,"about_ca_system_score_gemma":0.0006979911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001729136,"about_ca_topic_score_gemma":0.0001660352,"domain_scores_codex":[0.9855738,0.00112544,0.005702997,0.001870047,0.003219145,0.002508618],"domain_scores_gemma":[0.9875507,0.002448172,0.003849865,0.003912108,0.0008378144,0.00140132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006612854,0.003193322,0.008821159,0.06689031,0.001906093,0.0003006803,0.03076898,0.00137858,0.01408679,0.8137115,0.05754847,0.0007328806],"study_design_scores_gemma":[0.01547592,0.001571537,0.005504166,0.02338024,0.002977021,0.01085839,0.02130397,0.1278288,0.02401139,0.7422169,0.01180283,0.01306879],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9060759,0.0004190795,0.004764785,0.001851414,0.001864159,0.004203748,0.0001380862,0.0008461631,0.0798367],"genre_scores_gemma":[0.9431325,0.0002203931,0.0325221,0.000915517,0.0004729002,0.0004631323,0.0001825893,0.0007341925,0.02135667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1264502,"threshold_uncertainty_score":0.9995043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04765547700942104,"score_gpt":0.3287812988696431,"score_spread":0.2811258218602221,"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."}}