{"id":"W2789331414","doi":"10.3390/lubricants6010024","title":"A Preliminary Study to Enhance the Tribological Performance of CoCrMo Alloy by Fibre Laser Remelting for Articular Joint Implant Applications","year":2018,"lang":"en","type":"article","venue":"Lubricants","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University","keywords":"Tribology; Materials science; Biocompatibility; Surface roughness; Composite material; Laser; Alloy; Implant; Surface finish; Metallurgy; Medicine; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003607947,0.0001303551,0.000283746,0.00003444447,0.0002163473,0.000009167969,0.0001089118,0.00003441048,0.000042315],"category_scores_gemma":[0.00009849481,0.00007766034,0.00006318736,0.0001812103,0.0001236834,0.00003425239,0.00008563673,0.0000985853,0.00003343227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001772575,"about_ca_system_score_gemma":0.00004071373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001913542,"about_ca_topic_score_gemma":0.000007747825,"domain_scores_codex":[0.9987674,0.00003709615,0.0003639579,0.000287287,0.0002335333,0.0003107686],"domain_scores_gemma":[0.9991603,0.0001160998,0.0001261463,0.0003486067,0.0001279696,0.000120914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008952529,0.008142451,0.1564855,0.0005696332,0.0007026584,0.00009497012,0.008071597,0.00005948482,0.1561739,0.0001001808,0.2083504,0.4522966],"study_design_scores_gemma":[0.006410287,0.04800213,0.4815142,0.0005511549,0.000720992,0.001117432,0.005103277,0.006596026,0.270447,0.00003452919,0.1786034,0.0008996856],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947134,0.00004716566,0.001744051,0.001031758,0.00008457121,0.002115001,0.00008394234,0.00003399301,0.0001460742],"genre_scores_gemma":[0.9974129,0.00001606676,0.0008820887,0.0006441153,0.0001996466,0.0003155381,0.00002051308,0.00001476677,0.000494338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4513969,"threshold_uncertainty_score":0.3166897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045798744404839,"score_gpt":0.2993150604473536,"score_spread":0.2788570730033052,"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."}}