{"id":"W3048020945","doi":"","title":"Preparation & Tribological Characterization of Graphene Enriched Ni-P Coatings on X70 Pipelne Steel","year":2020,"lang":"en","type":"article","venue":"CORROSION","topic":"Metal and Thin Film Mechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Materials science; Tribology; Graphene; Characterization (materials science); Metallurgy; Composite material; Nanotechnology","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":[0.00008686139,0.0001089451,0.0001753518,0.00003354247,0.00003033791,0.00001057789,0.0000833642,0.00009195788,0.00008422052],"category_scores_gemma":[0.00007017199,0.00009473059,0.00004546704,0.0002110798,0.000009239728,0.00008230245,0.0000238795,0.0001045717,0.00004818765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001194485,"about_ca_system_score_gemma":0.000004644534,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.113746e-7,"about_ca_topic_score_gemma":3.514293e-7,"domain_scores_codex":[0.9993219,0.00002917674,0.0002396139,0.0001473729,0.0001585245,0.0001034166],"domain_scores_gemma":[0.9997112,0.0000142962,0.00006853495,0.0001074802,0.00003625921,0.00006226325],"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":[0.00007231122,0.00002530753,0.0000709411,0.00004969176,9.888895e-7,7.763826e-7,0.0002521238,0.0001820091,0.9966149,0.001480384,0.0002475697,0.001002982],"study_design_scores_gemma":[0.0003971281,0.0004845864,0.001908652,0.00003173634,0.00001649967,0.000001029255,0.00001931229,0.0868412,0.9085818,0.000296106,0.001272599,0.0001493806],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8985754,0.00002587921,0.09964464,0.00006583538,0.0006671909,0.0001997245,0.00001361498,0.0002063539,0.0006013268],"genre_scores_gemma":[0.9992521,0.00005340495,0.0002021622,0.0001542079,0.00006900933,0.00001079806,0.0001369892,0.00001487399,0.000106443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1006767,"threshold_uncertainty_score":0.3863001,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02237888396048749,"score_gpt":0.2258746498211269,"score_spread":0.2034957658606394,"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."}}