{"id":"W2701732851","doi":"10.1016/j.wear.2017.06.008","title":"Study of the scratch resistance criteria and their relationship with mechanical properties and microstructure in a ternary thermoplastic blend","year":2017,"lang":"en","type":"article","venue":"Wear","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Institute for Nanotechnology","funders":"","keywords":"Scratch; Materials science; Microstructure; Composite material; Ductility (Earth science); Nanocomposite; Polyamide; Deformation (meteorology); Groove (engineering); Metallurgy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008930524,0.00007754062,0.0001075536,0.00001410136,0.00009949136,0.00003899077,0.0001136559,0.00003394126,0.000003121965],"category_scores_gemma":[0.00003363606,0.00003986047,0.000007079897,0.00002544874,0.00003923932,0.00006668754,0.0000619415,0.0001239592,2.818873e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004491189,"about_ca_system_score_gemma":0.000005118228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001563153,"about_ca_topic_score_gemma":0.0003995268,"domain_scores_codex":[0.9996606,0.00002933315,0.00009067623,0.00009404905,0.00005462763,0.00007073302],"domain_scores_gemma":[0.9996921,0.00001342928,0.00002893849,0.0002401308,0.000008772064,0.00001660275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004131711,0.0001314877,0.07687502,0.0006573067,0.0001404063,0.00003155596,0.02554668,0.00009002661,0.891726,0.003784963,0.0001652071,0.0004381901],"study_design_scores_gemma":[0.002700059,0.0003765882,0.8755636,0.0009695066,0.00006809557,0.00004767298,0.006161669,0.01133712,0.08355752,0.01854192,0.0002002632,0.0004759995],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992425,0.0002471787,0.00002186485,0.00005668856,0.0001170516,0.000175204,0.000004918164,0.00001193629,0.000122659],"genre_scores_gemma":[0.9996281,0.00001035285,0.0001122045,0.000005700114,0.0000108619,0.000006704277,1.217199e-7,0.00001083545,0.0002151578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8081685,"threshold_uncertainty_score":0.1625463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756258252503166,"score_gpt":0.2081165077239851,"score_spread":0.1805539251989534,"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."}}