{"id":"W7125790592","doi":"10.70933/2773-9465.1321","title":"รางทรงกบนอมน","year":2007,"lang":"en","type":"article","venue":"Asian Medical Journal and Alternative Medicine","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.0008537839,0.0001204341,0.0001918852,0.0001457773,0.00008359413,0.000005748208,0.0001717676,0.00009959519,0.000665379],"category_scores_gemma":[0.0001986051,0.00007808419,0.00002330081,0.0001090848,0.0004086966,0.00008009206,0.00001825744,0.0007433651,0.00001074394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001831552,"about_ca_system_score_gemma":0.00001248624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006944686,"about_ca_topic_score_gemma":0.00001991214,"domain_scores_codex":[0.9989799,0.00001797957,0.0002795807,0.00009116536,0.0003773716,0.000253985],"domain_scores_gemma":[0.9994155,0.0000933785,0.000025903,0.00006524819,0.000032281,0.000367704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004399182,0.00003042961,0.003025147,0.00006376602,0.0002124431,0.003948258,0.002223246,0.000007612689,0.0009229269,0.06128739,0.008051856,0.9201829],"study_design_scores_gemma":[0.009461405,0.002411737,0.1086135,0.003218487,0.000158022,0.02337547,0.02216843,0.007806393,0.002893287,0.7244516,0.09410422,0.001337519],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4160888,0.01496608,0.1078245,0.0170566,0.002522478,0.0001111994,0.000002056486,0.000334333,0.4410939],"genre_scores_gemma":[0.9953913,0.002730786,0.0002580831,0.0003982707,0.001091543,6.925848e-7,0.000001130969,0.000009433127,0.0001187287],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9188454,"threshold_uncertainty_score":0.7285434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00959428043140005,"score_gpt":0.259118656520093,"score_spread":0.2495243760886929,"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."}}