{"id":"W2041853249","doi":"10.1016/j.surfcoat.2013.09.029","title":"Substrate and bonding layer effects on performance of DLC and TiN biomedical coatings in Hank's solution under cyclic impact–sliding loads","year":2013,"lang":"en","type":"article","venue":"Surface and Coatings Technology","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Corrosion; Tin; Coating; Substrate (aquarium); Layer (electronics); Metallurgy; Composite material; Barrier layer; Alloy; Cracking; Degradation (telecommunications)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002257702,0.0001699854,0.0002729413,0.0001953818,0.00006334836,0.00002062114,0.00006456124,0.0002468408,0.000007256745],"category_scores_gemma":[0.00004399329,0.0001491926,0.00001484387,0.0003162628,0.00008766944,0.0001362239,0.00006066484,0.0002977904,0.000004884795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002572714,"about_ca_system_score_gemma":0.000007579788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008400568,"about_ca_topic_score_gemma":0.00001052419,"domain_scores_codex":[0.9991575,0.00001602568,0.000233378,0.000200272,0.0000974326,0.0002954284],"domain_scores_gemma":[0.9996855,0.00006596125,0.00006700048,0.0001019606,0.00002081879,0.00005874329],"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":[0.000007136691,0.00001293443,0.02005852,0.0002434128,0.00001181214,0.000002431379,0.0001844855,0.00003838531,0.9704391,0.001601323,0.00004025842,0.00736015],"study_design_scores_gemma":[0.001030647,0.0007283,0.01466873,0.0005253913,0.00002381197,0.00005748093,0.0004704133,0.05455334,0.9236351,0.003861581,0.00006261655,0.0003826072],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986491,0.0004807559,0.0001709643,0.0002001444,0.00009591373,0.0001845305,0.000001794087,0.0001383968,0.00007836142],"genre_scores_gemma":[0.9990006,0.0002295356,0.0006671815,0.00002276501,0.00000892483,0.00001125461,0.000002762103,0.00001858592,0.00003840486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05451496,"threshold_uncertainty_score":0.6083898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008402975413159933,"score_gpt":0.217587230134768,"score_spread":0.2091842547216081,"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."}}