{"id":"W4206095612","doi":"10.1201/9781003203681-8","title":"Surface Protection and Restoration of Mild Steel under Coating Technology","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"High-Temperature Coating Behaviors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coating; Materials science; Metallurgy; Surface (topology); Composite material; Mathematics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.00005575775,0.0002651221,0.0002048918,0.000384791,0.0001933213,0.0004217307,0.0003443469,0.0003674436,0.002668309],"category_scores_gemma":[0.00007940656,0.0001075395,0.0002183182,0.0002251863,0.0001607911,0.0002138113,0.0001802925,0.0002809932,0.001232948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002233161,"about_ca_system_score_gemma":0.000229431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005411704,"about_ca_topic_score_gemma":0.0009995901,"domain_scores_codex":[0.9999058,0.000004359389,0.000002148845,0.000009820007,0.00007005675,0.000007738548],"domain_scores_gemma":[0.9999723,0.000003206582,0.000004054563,0.000004507139,0.00001212974,0.000003740068],"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":[0.00005104686,0.00003164546,0.0002713765,0.0004780872,0.000006145444,0.0003287538,0.0001556585,0.002210774,0.8265947,0.005642554,0.00504624,0.1591832],"study_design_scores_gemma":[0.00001070275,0.0006670307,0.008944702,0.0001183779,0.00003422857,0.002768317,0.0001455369,0.01181048,0.5467313,0.002818709,0.4259202,0.0000304275],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5235149,0.04780728,0.1119048,0.0007099051,0.001415509,0.0002311003,0.0004120127,0.002030767,0.3119738],"genre_scores_gemma":[0.6065636,0.01655556,0.04317354,0.0001980931,0.0001915799,0.00004725264,0.000400605,0.0002220404,0.3326478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002668309,"threshold_uncertainty_score":0.008926451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0248104309453744,"score_gpt":0.2263204620068502,"score_spread":0.2015100310614758,"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."}}