{"id":"W2991717003","doi":"","title":"ประสพการณจากการปฏบตงานกบบรษทวศวกรทปรกษา ณ ประเทศคานาดา","year":2013,"lang":"th","type":"article","venue":"Engineering and Applied Science Research","topic":"Law, logistics, and international trade","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering; Aeronautics; Management; Operations management; Forensic engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008309053,0.0005483692,0.0003055772,0.0009889124,0.004742037,0.005309437,0.0006703496,0.001066265,0.4339556],"category_scores_gemma":[0.001951886,0.0004288999,0.0003018291,0.0009526963,0.0009808826,0.00175659,0.001419135,0.001544394,0.217999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007220786,"about_ca_system_score_gemma":0.008900495,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1757074,"about_ca_topic_score_gemma":0.3507901,"domain_scores_codex":[0.9988798,0.00007623233,0.00003534249,0.0001883615,0.0005821889,0.0002379861],"domain_scores_gemma":[0.9972814,0.00007911023,0.00008814004,0.0001182561,0.001744714,0.0006883827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007703119,0.00004574043,0.003236161,0.00008344785,0.000006752862,0.0001295308,0.0006129728,0.0001220873,0.0008796547,0.01334182,0.8795378,0.1019269],"study_design_scores_gemma":[0.000005919313,0.00001271421,0.002534077,0.00002928634,0.000002396779,0.00004666961,0.0004169894,0.00004648066,0.000159236,0.0005440419,0.9961951,0.000007085916],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004328185,0.001165582,0.001094175,0.01118432,0.002201435,0.0001636461,0.001301065,0.0005744714,0.9779871],"genre_scores_gemma":[0.01072003,0.0005320163,0.0007009635,0.001070227,0.0001671385,0.00002963582,0.0005612355,0.0001040746,0.9861147],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8242926,"threshold_uncertainty_score":0.8073937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05838855135303053,"score_gpt":0.2993768762694238,"score_spread":0.2409883249163932,"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."}}