{"id":"W4378905926","doi":"10.5539/jel.v12n4p62","title":"The Management Guidelines to Strengthen the Education and Knowledge of Members of a Cooperative Credit Union in South Thailand","year":2023,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Cooperative Studies and Economics","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transparency (behavior); Promotion (chess); Audit; Government (linguistics); Public relations; Business; Focus group; Human resources; Content analysis; Credit union; Accounting; Marketing; Economics; Finance; Political science; Management; Sociology; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009338538,0.0001961404,0.0001292079,0.001012922,0.005564424,0.004019413,0.0009047441,0.001508612,0.004581565],"category_scores_gemma":[0.01819581,0.0001972473,0.00009758615,0.001362809,0.002797935,0.002749454,0.003654615,0.001756558,0.0007124043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004451049,"about_ca_system_score_gemma":0.0316812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01421437,"about_ca_topic_score_gemma":0.01983529,"domain_scores_codex":[0.9895301,0.006757485,0.0007812157,0.0003449543,0.001710969,0.0008751221],"domain_scores_gemma":[0.975292,0.006550722,0.003687502,0.00100826,0.008198819,0.00526275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007446147,0.0008157597,0.0567602,0.001627283,0.00001731632,0.004360991,0.4199739,0.001840523,0.005026071,0.05069938,0.06977646,0.3890277],"study_design_scores_gemma":[0.00002565999,0.0002218901,0.03699241,0.001513871,0.00001372197,0.0008192161,0.4551393,0.0009716041,0.002299048,0.009228433,0.4926974,0.00007746258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.567548,0.003586488,0.02580689,0.1091244,0.0006404075,0.002479319,0.0003432867,0.0002655131,0.2902056],"genre_scores_gemma":[0.9508996,0.001441107,0.01838104,0.003057485,0.00007541556,0.0006595554,0.0001246155,0.00002604051,0.02533515],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01421437,"threshold_uncertainty_score":0.04938751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03446842672190228,"score_gpt":0.3012834169778667,"score_spread":0.2668149902559644,"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."}}