{"id":"W4385520918","doi":"10.5539/hes.v13n3p128","title":"Development of the Learning Package for the Living of the Elderly in Kanchanaburi and Suphanburi Province","year":2023,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; ADDIE Model; Quality (philosophy); Computer science; Psychology; Medical education; Multimedia; Medicine; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005748493,0.00005746861,0.0001458579,0.00005833293,0.0003262039,0.00001401082,0.0001606687,0.00002008098,0.00001025017],"category_scores_gemma":[0.0001609693,0.00003597933,0.00003621453,0.0003169204,0.00007637211,0.00004753947,0.0001560264,0.0000752651,0.000002223057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005372224,"about_ca_system_score_gemma":0.0000994048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007961768,"about_ca_topic_score_gemma":0.0003298646,"domain_scores_codex":[0.9995005,0.00002528025,0.0002679219,0.00007728413,0.00002998764,0.0000990815],"domain_scores_gemma":[0.9992335,0.000373177,0.0002071046,0.0001359763,0.00004294019,0.000007322102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005204771,0.0000998214,0.834483,0.0002124526,0.0001841106,1.932143e-8,0.1105519,0.00001762947,0.0000767707,0.03852296,0.003113505,0.01273268],"study_design_scores_gemma":[0.0000662431,0.000008005929,0.9519248,0.00007133288,0.000003941858,3.80579e-8,0.01387618,0.000005410277,0.00008880827,0.001964284,0.03194057,0.00005039696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930995,0.003401226,0.00001077764,0.002165978,0.0005229356,0.0002453583,0.000002617526,0.000006181334,0.0005455002],"genre_scores_gemma":[0.9933952,0.0003582043,0.00008514593,0.00004232984,0.0000261863,0.00006391075,6.693749e-7,0.000005823935,0.006022506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1174418,"threshold_uncertainty_score":0.2508929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1110687288230112,"score_gpt":0.3263614878810767,"score_spread":0.2152927590580654,"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."}}