{"id":"W1483982926","doi":"10.4161/bioe.28722","title":"A commentary on the disparate perspectives of clinical microbiologists and surgeons","year":2014,"lang":"en","type":"review","venue":"Bioengineered","topic":"Orthopedic Infections and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Intensive care medicine; Context (archaeology); Medicine; Multidisciplinary approach; Amputation; Orthopedic surgery; Surgery; General surgery; Biology; Political science","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":[0.0003280299,0.0002331131,0.001289395,0.00008842046,0.0000419394,0.000005762863,0.00004019659,0.0001808054,0.00004783159],"category_scores_gemma":[0.0001419061,0.000114906,0.0004255581,0.0001113037,0.0001813263,0.000006919064,0.00003436406,0.0002688198,0.00002315058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002795521,"about_ca_system_score_gemma":0.00005289732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005374031,"about_ca_topic_score_gemma":0.000005252886,"domain_scores_codex":[0.9989372,0.0001610862,0.0004714461,0.0002393467,0.00005868977,0.0001322556],"domain_scores_gemma":[0.9987884,0.0005816766,0.0001810531,0.0003459276,0.00003393713,0.0000689618],"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":[0.0001090829,0.001964018,0.0064347,0.01106319,0.005512457,0.00006483245,0.0001423412,4.361527e-7,0.000002064937,0.001620113,0.06844877,0.904638],"study_design_scores_gemma":[0.0004714954,0.0004452147,0.001195411,0.003273017,0.001123976,0.00004960722,0.00002412235,0.00000533343,7.361802e-7,0.000001753516,0.9933,0.0001093759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001637398,0.9960974,0.00001266044,0.0006687258,0.0002567386,0.0007330445,0.0001639794,0.00002649171,0.0004035789],"genre_scores_gemma":[0.005535158,0.9936501,0.00004714404,0.0001575298,0.0001655703,0.0000407541,0.0001393245,0.00002148142,0.0002428923],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9248512,"threshold_uncertainty_score":0.4685732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07276569959169031,"score_gpt":0.3957885825825121,"score_spread":0.3230228829908218,"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."}}