{"id":"W4317384079","doi":"10.1109/robio55434.2022.10011908","title":"Advances in artificial joint bio-friction and wear simulation assessment technology","year":2022,"lang":"en","type":"article","venue":"2022 IEEE International Conference on Robotics and Biomimetics (ROBIO)","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"China Postdoctoral Science Foundation","keywords":"Lubrication; Tribology; Joint (building); Materials science; Mechanical engineering; Computer science; Structural engineering; Engineering; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001129864,0.0004778561,0.0005229596,0.0007918103,0.0002087835,0.00112172,0.0009848417,0.0008102055,0.001956479],"category_scores_gemma":[0.003351763,0.0003517824,0.0007234808,0.0005568667,0.0004644275,0.001064162,0.0007520954,0.0006347728,0.0006585781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004761499,"about_ca_system_score_gemma":0.0006992006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001429624,"about_ca_topic_score_gemma":0.001067503,"domain_scores_codex":[0.9990716,0.0001890509,0.00009275709,0.00008847417,0.0005287623,0.00002927859],"domain_scores_gemma":[0.9986036,0.0006087136,0.0001434331,0.0002059802,0.0003906679,0.00004754659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002654967,0.0001737313,0.00625925,0.001217242,0.0001762819,0.0002568792,0.0005568613,0.3095736,0.128528,0.04075301,0.003325312,0.5089143],"study_design_scores_gemma":[0.00001923467,0.0002284896,0.001540123,0.00009610975,0.00004887831,0.0003177636,0.00004189153,0.9256688,0.02670152,0.008412149,0.03685942,0.00006556128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.0139194,0.003115954,0.9770939,0.0001686218,0.0001130878,0.0000524274,0.00008973158,0.001155693,0.004291177],"genre_scores_gemma":[0.4938552,0.005819152,0.4935541,0.0001744111,0.00009081003,0.000284204,0.0004471263,0.0002934388,0.005481463],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001956479,"threshold_uncertainty_score":0.006545126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04594187119956728,"score_gpt":0.332604249295779,"score_spread":0.2866623780962117,"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."}}