{"id":"W8345510","doi":"10.1099/00222615-39-2-147","title":"Future Needs for Tribo-Corrosion Research and Testing","year":2013,"lang":"en","type":"book-chapter","venue":"ASTM International eBooks","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Standardization; Corrosion; Engineering ethics; Engineering; Atlanta; Field (mathematics); Forensic engineering; Engineering management; Construction engineering; Computer science; Materials science; Metallurgy; Medicine","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":[0.0002648272,0.0002141619,0.0002678257,0.0003840676,0.0001535793,0.00006545916,0.0001034646,0.000261555,0.0005119276],"category_scores_gemma":[0.0001148241,0.0001724663,0.00008555123,0.00001255601,0.00015764,0.00004185454,0.0001283823,0.0005421329,0.000101336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006017816,"about_ca_system_score_gemma":0.000129033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001241925,"about_ca_topic_score_gemma":0.000005621717,"domain_scores_codex":[0.9986093,0.000006942292,0.0002905121,0.0002970286,0.0005535045,0.0002427237],"domain_scores_gemma":[0.9985501,0.0002971553,0.0001177558,0.0001670361,0.0007175646,0.0001504542],"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":[0.0003877437,0.00003728517,0.0003390983,0.0001680311,0.0001444756,0.00006280808,0.0002265825,1.364177e-7,0.001054184,0.2920886,0.044372,0.6611191],"study_design_scores_gemma":[0.001313728,0.000603886,0.0002863021,0.0006936343,0.00004026681,0.000353505,0.00007540127,0.0001344783,0.0001003822,0.008312154,0.9879053,0.0001809293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002343319,0.0002228655,0.0001405509,0.001030412,0.001357208,0.0008902288,0.0001602116,0.00005163736,0.9938036],"genre_scores_gemma":[0.02738971,0.00005203746,0.001478685,0.0003768989,0.004236579,0.00005570969,0.0001891899,0.00006912597,0.9661521],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9435334,"threshold_uncertainty_score":0.7032971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.081396935133152,"score_gpt":0.3302316678517606,"score_spread":0.2488347327186086,"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."}}