{"id":"W4297743116","doi":"10.1615/jlongtermeffmedimplants.2022040062","title":"Research Methodology and Mechanisms of Action of Current Orthopaedic Implant Coatings","year":2022,"lang":"en","type":"review","venue":"Journal of Long-Term Effects of Medical Implants","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Osseointegration; Coating; Implant; Function (biology); Biomedical engineering; Medicine; Dentistry; Nanotechnology; Materials science; Surgery; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008179527,0.0003724283,0.003294161,0.0009844112,0.00003226809,0.0000117843,0.0006912728,0.0004837415,0.0001930293],"category_scores_gemma":[0.002090223,0.0002971973,0.0003654084,0.0003391699,0.0001534615,0.00009309908,0.0002944437,0.001729312,0.000001426178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125556,"about_ca_system_score_gemma":0.000273471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000146414,"about_ca_topic_score_gemma":0.000002617894,"domain_scores_codex":[0.9938748,0.001491331,0.002055275,0.0002054296,0.001947721,0.0004254523],"domain_scores_gemma":[0.9918265,0.006205538,0.001246273,0.0002769714,0.0001258314,0.0003188516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00004336377,0.00008562959,0.000008631548,0.1588164,0.0004465871,0.0006598689,0.0001042355,0.00002238703,0.003779168,0.0000774068,0.0003781978,0.8355781],"study_design_scores_gemma":[0.0123819,0.01397962,0.001858037,0.6137329,0.01092382,0.1009554,0.0002186137,0.0005977431,0.1406463,0.001491635,0.09953788,0.003676177],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02497604,0.9574727,0.01231864,0.000006668925,0.0045504,0.0005739807,0.00007093789,0.0000250232,0.000005540257],"genre_scores_gemma":[0.01532598,0.9837838,0.0004855743,0.000001289845,0.0002750786,0.00002311153,0.0000234612,0.00007882564,0.000002847029],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.831902,"threshold_uncertainty_score":0.999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1840501947055182,"score_gpt":0.4518567115002109,"score_spread":0.2678065167946927,"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."}}