{"id":"W4366658533","doi":"10.2139/ssrn.4423444","title":"Effect of Laser Scanning Rate on Characteristics of Biphasic Stainless Steel Coatings","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Materials science; Laser scanning; Laser; Scanning electron microscope; Metallurgy; Composite material; Optics; Physics","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":[0.0008320486,0.0004112921,0.0004039037,0.0004189198,0.0002675639,0.0006385284,0.0004555944,0.0007786497,0.002986964],"category_scores_gemma":[0.004493157,0.0004655937,0.0003193631,0.0005761552,0.0004196181,0.000589692,0.0002508639,0.0005502103,0.0005223756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004415424,"about_ca_system_score_gemma":0.0003921364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001360445,"about_ca_topic_score_gemma":0.001352464,"domain_scores_codex":[0.9992806,0.000123556,0.00008092404,0.0001407339,0.0002470904,0.0001270963],"domain_scores_gemma":[0.9943679,0.003490472,0.0006040533,0.0003785334,0.0009806029,0.0001784888],"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":[0.001428319,0.00003413729,0.0007554077,0.00007585795,0.00001045319,0.0001133204,0.0001544341,0.0005721053,0.9920757,0.00003420954,0.00007391727,0.004672279],"study_design_scores_gemma":[0.00001837012,0.0004631408,0.00408745,0.000007474137,0.0000180354,0.00008380264,0.00008445759,0.00237248,0.9925359,0.00001564664,0.0002987006,0.00001465323],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966201,0.000752826,0.001621649,0.00004264269,0.00002837589,0.00001549748,0.000138682,0.00009540989,0.0006848483],"genre_scores_gemma":[0.9972628,0.0003156405,0.001212358,0.00002888336,0.00001111038,0.00001240574,0.00007910943,0.0000508519,0.001026864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002986964,"threshold_uncertainty_score":0.009992421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01490604113144811,"score_gpt":0.2533777427769893,"score_spread":0.2384717016455412,"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."}}