{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003018154,0.0002890787,0.0002780315,0.001099486,0.0009012164,0.002913479,0.00108988,0.0001244673,0.0006694474],"category_scores_gemma":[0.0007817184,0.0002721882,0.00005127255,0.001987708,0.001797346,0.001407531,0.0008613062,0.0007642668,0.00229411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001382584,"about_ca_system_score_gemma":0.0001285732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004541735,"about_ca_topic_score_gemma":0.000003302016,"domain_scores_codex":[0.995694,0.00001065411,0.0003626119,0.0008172878,0.001717144,0.001398281],"domain_scores_gemma":[0.9984812,0.000259474,0.00007322261,0.0004184576,0.0006170662,0.0001506271],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001677446,0.0001678312,0.0007505438,0.0006519866,0.00004128172,0.000009917972,0.0002943485,0.001788069,0.05583421,0.9122647,0.01467288,0.01350744],"study_design_scores_gemma":[0.001945139,0.0001398016,0.05087471,0.0007021241,0.00005762274,0.00001964713,0.002816678,0.5887364,0.006573791,0.02801575,0.3178197,0.002298704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6093558,0.001869545,0.004567767,0.007481772,0.002979888,0.002086367,0.00001357114,0.000538223,0.3711071],"genre_scores_gemma":[0.9945564,0.0001747414,0.0007178305,0.0002084015,0.001756949,0.00008578873,0.000005737487,0.00004113449,0.002453076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.884249,"threshold_uncertainty_score":0.9999731,"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."}}