{"id":"W4392755184","doi":"10.1117/12.3001786","title":"Optical coherence tomography-based detection of orthopaedic implant biofilms formed by Methicillin-resistant S.aureus (MRSA)","year":2024,"lang":"en","type":"article","venue":"","topic":"Optical Coherence Tomography Applications","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada; University of Toronto","funders":"National Institute of Arthritis and Musculoskeletal and Skin Diseases; Dartmouth Cancer Center; Dartmouth College","keywords":"Optical coherence tomography; Methicillin-resistant Staphylococcus aureus; Biofilm; Medicine; Staphylococcus aureus; Radiology; Geology; Bacteria","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":[0.000277016,0.0002617555,0.000268321,0.0003451046,0.0000621098,0.0000724799,0.000245895,0.0002259541,0.00016646],"category_scores_gemma":[0.00003747208,0.0002263361,0.0002555179,0.00154126,0.0001622718,0.0001317069,0.00002139251,0.0004020531,0.00004621137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004694699,"about_ca_system_score_gemma":0.00005541483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005515874,"about_ca_topic_score_gemma":0.0001073315,"domain_scores_codex":[0.9983434,0.00002571886,0.0004890343,0.0003447748,0.0003833806,0.0004137039],"domain_scores_gemma":[0.9988952,0.0003960526,0.00002924778,0.0003842996,0.00009000547,0.0002052032],"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":[0.00002151297,0.00004698957,0.00009208183,0.0002816022,0.00009753912,0.000005873441,0.00002127927,0.000434139,0.9817953,0.006053416,0.0006508108,0.01049951],"study_design_scores_gemma":[0.0003093802,0.0002785752,0.0008300236,0.0001301614,0.0001451213,0.000002152351,0.00006265138,0.07358954,0.9184775,0.001378031,0.004333402,0.0004634185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5836857,0.002456397,0.4012221,0.0002384135,0.0004707906,0.0008857159,0.0002826415,0.002232377,0.008525932],"genre_scores_gemma":[0.9929088,0.0000386504,0.00665851,0.00003420652,0.00002934908,0.0002244532,0.00003366645,0.00004379999,0.00002855442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4092231,"threshold_uncertainty_score":0.9229717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01182581980372511,"score_gpt":0.2414721257152486,"score_spread":0.2296463059115235,"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."}}