{"id":"W4417106744","doi":"10.47800/pvsi.2025.05-07","title":"Nghiên cứu chế tạo lớp phủ thông minh, thân thiện với môi trường chống ăn mòn cho các thiết bị, công trình dầu khí","year":2025,"lang":"","type":"article","venue":"Petrovietnam Journal","topic":"Epoxy Resin Curing Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotel Dieu Hospital","funders":"","keywords":"Epoxy; Fourier transform infrared spectroscopy; Fourier transform; Glycerol","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001574433,0.0006090185,0.0003317356,0.0004613177,0.001889819,0.001035138,0.0002677615,0.0003314947,0.04701467],"category_scores_gemma":[0.0001653898,0.0004182814,0.0003109468,0.0004984197,0.0003940728,0.000609611,0.0007790649,0.0008001213,0.008543079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001722366,"about_ca_system_score_gemma":0.00258173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02339827,"about_ca_topic_score_gemma":0.0712653,"domain_scores_codex":[0.9998401,0.00001000304,0.000006197413,0.00004061002,0.00005932053,0.0000436465],"domain_scores_gemma":[0.9998354,0.000009254246,0.00001424903,0.00001522613,0.00006071141,0.00006518616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008597985,0.0003004686,0.03392114,0.001283506,0.0001194673,0.002569978,0.004360531,0.0008213097,0.4919473,0.01110472,0.09858339,0.3541285],"study_design_scores_gemma":[0.00003823814,0.0004545521,0.0500368,0.0001276672,0.00008278578,0.001253292,0.004855099,0.001348763,0.1187335,0.0009020695,0.8220707,0.00009645613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.418686,0.005461373,0.009730473,0.003356124,0.001636977,0.0004223183,0.002705497,0.001274915,0.5567263],"genre_scores_gemma":[0.3801489,0.002475669,0.008540407,0.0004663935,0.00005842465,0.0002005076,0.001743098,0.0003543108,0.6060123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04701467,"threshold_uncertainty_score":0.1572798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006471746700729853,"score_gpt":0.2509805361890221,"score_spread":0.2445087894882922,"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."}}