{"id":"W7117987081","doi":"10.55681/devote.v4i4.4695","title":"PENINGKATAN KEMAMPUAN PUBLIC SPEAKING MAHASISWA MELALUI PELATIHAN INTERAKTIF BERBASIS PRAKTIK","year":2025,"lang":"","type":"article","venue":"DEVOTE Jurnal Pengabdian Masyarakat Global","topic":"Communication in Education and Healthcare","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Public speaking; Presentation (obstetrics); Adaptability; Communication skills; Public university; Professional development; Professional communication","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000707789,0.0005779149,0.0002981122,0.0005795949,0.003312254,0.001591043,0.0005848227,0.0006777801,0.03618537],"category_scores_gemma":[0.0008640836,0.0002368301,0.0002493452,0.000493802,0.0006180259,0.001177219,0.001762398,0.001277088,0.006780436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009455546,"about_ca_system_score_gemma":0.004775034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002870555,"about_ca_topic_score_gemma":0.007235877,"domain_scores_codex":[0.9996979,0.00007034315,0.00001972566,0.00004682147,0.00008192191,0.00008329249],"domain_scores_gemma":[0.9994705,0.0001142066,0.00004871875,0.00003118193,0.0001633562,0.0001719681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007534844,0.001085468,0.02138062,0.002482228,0.00004645185,0.007336561,0.02665964,0.0006551383,0.04521501,0.01975485,0.0497627,0.8248678],"study_design_scores_gemma":[0.00006048717,0.0006907762,0.07032562,0.001220926,0.00008633184,0.00817899,0.03771441,0.001524973,0.02121519,0.005360678,0.8534861,0.0001355555],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5838854,0.01223006,0.0104832,0.01587595,0.001974063,0.0004836241,0.0004590515,0.0007426848,0.373866],"genre_scores_gemma":[0.7189214,0.009023367,0.01198084,0.001680612,0.0002322677,0.0003403781,0.0004203272,0.0001556287,0.2572452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03618537,"threshold_uncertainty_score":0.1210521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04769923980055187,"score_gpt":0.4034849340930471,"score_spread":0.3557856942924952,"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."}}