{"id":"W4410842484","doi":"10.1117/12.3053469","title":"Measuring and modelling of wetted surfaces (2.0)","year":2025,"lang":"en","type":"article","venue":"","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002978173,0.0005542043,0.0002916057,0.0003679849,0.0001955337,0.001458557,0.0009069532,0.001118395,0.003805647],"category_scores_gemma":[0.0006445152,0.0004267982,0.0008113412,0.0003616368,0.0002964103,0.0006288643,0.0004021859,0.0005460193,0.001151775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004560771,"about_ca_system_score_gemma":0.0003862843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004323444,"about_ca_topic_score_gemma":0.003315941,"domain_scores_codex":[0.9997098,0.00002324397,0.000009408592,0.00005065818,0.0001742069,0.00003268418],"domain_scores_gemma":[0.9997498,0.00007757611,0.00003634886,0.00005912665,0.00006681347,0.00001022373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006817653,0.00008771205,0.002867862,0.0003110347,0.00003369799,0.000216345,0.0002146924,0.8764517,0.08018093,0.004110487,0.00147566,0.03398172],"study_design_scores_gemma":[0.000004628535,0.00005032132,0.001844382,0.00001217673,0.000006244456,0.00008800508,0.00004632043,0.976751,0.015993,0.0006014819,0.004585058,0.00001735443],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3179568,0.0008042597,0.6432824,0.0002530689,0.0001874846,0.0002612937,0.002884706,0.003488757,0.03088118],"genre_scores_gemma":[0.8736402,0.0009249323,0.1071851,0.0000559216,0.00002352954,0.0001959222,0.001709877,0.0005473986,0.01571707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004323444,"threshold_uncertainty_score":0.01273113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05157328493140017,"score_gpt":0.2118691639473783,"score_spread":0.1602958790159781,"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."}}