{"id":"W2141261963","doi":"10.6000/2369-3355.2015.02.02.5","title":"Carbon Nanotubes (CNTs) for Prolonging the Life of Micropunch","year":2015,"lang":"en","type":"article","venue":"Journal of Coating Science and Technology","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"City University of Hong Kong","keywords":"Carbon nanotube; Materials science; Rubbing; Composite material; Scanning electron microscope; Transmission electron microscopy; Lubricant; Coating; Punching; Substrate (aquarium); Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001124759,0.0002735245,0.0001589686,0.0002014358,0.0001635876,0.0001581775,0.0001536784,0.000397298,0.0003674585],"category_scores_gemma":[0.0001949715,0.0001219802,0.0001941365,0.000123615,0.000106506,0.0002084897,0.000116059,0.0002656727,0.0001126301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001744543,"about_ca_system_score_gemma":0.00010608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004367183,"about_ca_topic_score_gemma":0.001469099,"domain_scores_codex":[0.9998971,0.000007753529,0.000007204072,0.00002351179,0.00003948072,0.00002497738],"domain_scores_gemma":[0.9997802,0.00004581064,0.00006152069,0.00001910659,0.00006091928,0.0000324203],"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":[0.00001927669,0.000004018433,0.00007023243,0.00002367531,0.000001541839,0.00002249263,0.000004305923,0.00003383248,0.998806,0.00001833008,0.00001225617,0.0009840019],"study_design_scores_gemma":[0.000001517771,0.0001668734,0.0008841355,0.00000241927,0.000006970379,0.00006548667,0.000005957346,0.0003087717,0.9979959,0.000007094009,0.0005524936,0.000002300113],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872318,0.005184965,0.00628198,0.0000816325,0.00006893973,0.00003587963,0.00008795604,0.00007122232,0.0009556061],"genre_scores_gemma":[0.9913783,0.001234748,0.005932698,0.00003259001,0.00001269004,0.00001890837,0.00006776846,0.00001507024,0.00130737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004367183,"threshold_uncertainty_score":0.001265705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02342465236779986,"score_gpt":0.28940155540153,"score_spread":0.2659769030337302,"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."}}