{"id":"W4388672834","doi":"10.1016/j.triboint.2023.109107","title":"Effect of laser preparation strategy on surface wettability and tribological properties under starved lubrication","year":2023,"lang":"en","type":"article","venue":"Tribology International","topic":"Tribology and Lubrication Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Shandong Province Key Agricultural Project for Application Technology Innovation","keywords":"Wetting; Lubrication; Tribology; Materials science; Microstructure; Contact angle; Adsorption; Composite material; Friction coefficient; Ridge; Chemistry; Organic chemistry","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":[0.0002539229,0.0002988133,0.0002381552,0.0001976449,0.0002053412,0.0003688702,0.0002288486,0.0003029385,0.001615902],"category_scores_gemma":[0.0006053507,0.0002082954,0.0001680969,0.0002713457,0.0002597455,0.0004464735,0.0001673763,0.0003275799,0.0002302545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018069,"about_ca_system_score_gemma":0.0002605993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090636,"about_ca_topic_score_gemma":0.002193209,"domain_scores_codex":[0.9998097,0.00002029521,0.00002242378,0.00005414765,0.00004243638,0.00005103898],"domain_scores_gemma":[0.9996614,0.0001342145,0.00007714549,0.00002559295,0.00007713476,0.00002451795],"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":[0.0001833226,0.00002089745,0.0001868991,0.00007424512,0.000006540492,0.00004781302,0.0000759279,0.0001154924,0.9977263,0.00005415869,0.00004386498,0.0014646],"study_design_scores_gemma":[0.00000770836,0.0001508346,0.001024901,0.000003020583,0.00001544248,0.00002553972,0.0000523169,0.0006938979,0.9976278,0.00001107373,0.0003791972,0.000008284109],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979593,0.0005489592,0.0008814134,0.00002573174,0.00001906695,0.000008412105,0.00004511222,0.00003637682,0.0004756966],"genre_scores_gemma":[0.9976882,0.0004542903,0.001186607,0.00002608374,0.000007413194,0.00001436844,0.00004619415,0.000020131,0.0005568808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001615902,"threshold_uncertainty_score":0.005405784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02092712816076921,"score_gpt":0.275285798385683,"score_spread":0.2543586702249138,"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."}}