{"id":"W3184299751","doi":"","title":"A Development of Academic Management on Small School Model Under The Office of Udonthani Educational Service Area 2","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"School Leadership and Teacher Performance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Service (business); Development (topology); Service model; Engineering management; Mathematics education; Business; Engineering; Psychology; Marketing; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002812268,0.0002033384,0.0003830799,0.0002908878,0.001044708,0.000452552,0.0053199,0.0001287644,0.002190187],"category_scores_gemma":[0.0002936311,0.0001610543,0.0001024787,0.0003886225,0.0002563394,0.001404292,0.0006335637,0.0005343116,0.00002426515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001907242,"about_ca_system_score_gemma":0.0009150271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001843763,"about_ca_topic_score_gemma":0.001497712,"domain_scores_codex":[0.9974218,0.0001864634,0.0007223619,0.0002963543,0.001031056,0.000341964],"domain_scores_gemma":[0.9971631,0.0002707038,0.001363022,0.0006081517,0.0003856176,0.0002093687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001135968,0.001664563,0.8354982,0.0008100907,0.001514099,0.000005145174,0.03515928,0.008811999,0.01838215,0.02690982,0.03175575,0.03835291],"study_design_scores_gemma":[0.0004161235,0.000003779876,0.9797704,0.0007151501,0.00007393741,5.966969e-7,0.005013891,0.0002681264,0.003354323,0.006707382,0.003406749,0.0002695126],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500368,0.001377722,0.0003021679,0.003606097,0.0003423668,0.0005192592,0.000009849235,0.00001173134,0.04379397],"genre_scores_gemma":[0.9947659,0.001708022,0.001170453,0.0007358295,0.0001475191,0.00005081746,0.00000373474,0.00002005397,0.00139772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1442722,"threshold_uncertainty_score":0.998722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5284579003963846,"score_gpt":0.5713965823275301,"score_spread":0.04293868193114547,"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."}}