{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.0009961721,0.006712292,0.005599821,0.00730358,0.004804325,0.002333702,0.008446273,0.005595304,0.0008990655],"category_scores_gemma":[0.0002104358,0.008736961,0.003783061,0.01071909,0.003978258,0.004099584,0.003808202,0.006148903,0.0003003362],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007950637,"about_ca_system_score_gemma":0.01008362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001940099,"about_ca_topic_score_gemma":0.00178216,"domain_scores_codex":[0.9744489,0.004609748,0.003146098,0.008185406,0.003908277,0.005701611],"domain_scores_gemma":[0.9813025,0.001022889,0.004702063,0.006951159,0.002714397,0.003306994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00266537,0.004589383,0.01764529,0.003030807,0.008970778,0.04507907,0.00182227,0.001438551,0.007726604,0.8969603,0.007986866,0.002084756],"study_design_scores_gemma":[0.009694231,0.000984228,0.003282481,0.004657333,0.007173389,0.0005879049,0.01011604,0.0007798642,0.001366196,0.0001742851,0.9539024,0.007281605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00490236,0.002939252,0.0008911096,0.0002936173,0.006076651,0.004751597,0.0001145202,0.00312192,0.976909],"genre_scores_gemma":[0.05511646,0.001477702,0.000616989,0.0001392478,0.001115908,0.00001116064,0.00226819,0.002493678,0.9367607],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9459156,"threshold_uncertainty_score":0.9987323,"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."}}