{"id":"W7110609775","doi":"","title":"STRATEGI PEMBELAJARAN VOKAL PADA ANGGOTA MUDA UNIT KEGIATAN MAHASISWA (UKM) PADUAN SUARA MAHASISWA UNIVERSITAS LAMPUNG","year":2025,"lang":"","type":"other","venue":"Digilib Repository Unila (Lampung University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Unit (ring theory)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001180971,0.0005632055,0.0003364925,0.001108508,0.002705456,0.004967444,0.0008503124,0.0007108279,0.06332114],"category_scores_gemma":[0.001912102,0.000359899,0.0003498534,0.002048261,0.0008999655,0.001776023,0.002740083,0.001352115,0.01074364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005437887,"about_ca_system_score_gemma":0.01053052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03297492,"about_ca_topic_score_gemma":0.09624824,"domain_scores_codex":[0.9990155,0.0002034367,0.00004780773,0.0001516822,0.0003008115,0.0002808279],"domain_scores_gemma":[0.9985976,0.0002273477,0.0001148637,0.0001067783,0.0005611812,0.000392269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004269812,0.0005397301,0.1083283,0.001397259,0.0001121974,0.001440271,0.03297895,0.002540564,0.007926618,0.05975435,0.1380847,0.6464701],"study_design_scores_gemma":[0.00003545422,0.0002677609,0.1382037,0.0006210221,0.00006374546,0.0004142803,0.06757773,0.001163196,0.004735284,0.005403425,0.781405,0.0001094482],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.4143368,0.002947297,0.0103262,0.01375575,0.0007046473,0.0005525252,0.002630969,0.000728581,0.5540172],"genre_scores_gemma":[0.524683,0.002437667,0.01258448,0.001223689,0.00007186134,0.000447459,0.001522442,0.0002155415,0.4568138],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06332114,"threshold_uncertainty_score":0.2118303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121266394712754,"score_gpt":0.2049845499258418,"score_spread":0.1937718859787142,"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."}}