{"id":"W4401705885","doi":"10.2139/ssrn.4921234","title":"A Comparative Study on the Erosion Behavior and Mechanism of Chrome-Coated 25cr3mo2wniv Steel and Qpq 25cr3mo2wniv Steel","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Erosion and Abrasive Machining","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Mechanism (biology); Metallurgy; Materials science; Erosion; Geology; Physics; Geomorphology","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":[0.0002621146,0.0001808713,0.0002998441,0.000350604,0.0002589209,0.000334103,0.0004329351,0.0004249199,0.001536753],"category_scores_gemma":[0.0003443873,0.0001864486,0.0002150007,0.0002170499,0.0003338022,0.0001996766,0.0001068124,0.0002532602,0.000226042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002547821,"about_ca_system_score_gemma":0.0001281764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002649674,"about_ca_topic_score_gemma":0.003718694,"domain_scores_codex":[0.9997594,0.00001533046,0.000007093571,0.00004630201,0.000119627,0.00005217495],"domain_scores_gemma":[0.9997345,0.00005022417,0.00003870467,0.00002903278,0.0001210636,0.00002649396],"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":[0.0002310367,0.00001769391,0.001858993,0.00005722253,0.00001191884,0.0001210326,0.00008164123,0.0004347317,0.9941402,0.0001298927,0.00005612939,0.002859316],"study_design_scores_gemma":[0.00002455105,0.0007654869,0.07451225,0.000009146025,0.00003077622,0.0003115955,0.0002558664,0.006040218,0.9155535,0.00006096097,0.002413992,0.00002168764],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973628,0.0004315398,0.001141953,0.00001053045,0.000006042607,0.000008502657,0.00003661308,0.00001932906,0.0009826929],"genre_scores_gemma":[0.9968014,0.0001426778,0.0007353447,0.000007435437,0.000001974498,0.000002225644,0.0000821916,0.000007648656,0.002219117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002649674,"threshold_uncertainty_score":0.005268455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398346291453311,"score_gpt":0.2865352741744705,"score_spread":0.2625518112599374,"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."}}