{"id":"W2970373434","doi":"10.1097/sla.0000000000003586","title":"Casting A Wide Net On Surgery","year":2019,"lang":"en","type":"review","venue":"Annals of Surgery","topic":"Neutrophil, Myeloperoxidase and Oxidative Mechanisms","field":"Immunology and Microbiology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Neutrophil extracellular traps; Perioperative; Intensive care medicine; Sepsis; Disease; Wound healing; Surgery; Internal medicine; Inflammation","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001379941,0.0006757905,0.004313833,0.0008657642,0.0001049347,0.00001740841,0.0003050696,0.0007459656,0.0006892678],"category_scores_gemma":[0.0007692552,0.0005392555,0.001932021,0.0004482143,0.0001502836,0.0001083172,0.0001438088,0.0007046161,0.003373706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002067662,"about_ca_system_score_gemma":0.000515041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000373703,"about_ca_topic_score_gemma":0.000001208107,"domain_scores_codex":[0.9962761,0.0008215826,0.001358741,0.000678406,0.00009396376,0.0007711496],"domain_scores_gemma":[0.9885871,0.009252081,0.001183085,0.000761291,0.0001685071,0.00004793026],"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":[0.00005490418,0.0001429867,0.00004903891,0.008265053,0.0009034565,0.00009679693,0.00001714806,3.540981e-7,0.0001914478,0.0002381756,0.1291439,0.8608967],"study_design_scores_gemma":[0.00005125233,0.00005363786,0.00002041012,0.01784777,0.0002309979,0.00007186422,0.000009912311,2.305017e-8,0.003905859,0.00003236905,0.9772716,0.0005043763],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001237328,0.9946832,0.000005128408,0.000105788,0.002301175,0.0003904138,0.0002641634,0.00006462173,0.0009482018],"genre_scores_gemma":[0.0005416879,0.9952344,0.000004820835,0.0007052419,0.000125379,0.00004879826,0.0008056806,0.00009958106,0.002434455],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8603923,"threshold_uncertainty_score":0.9997059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5205938189130521,"score_gpt":0.3794128846052355,"score_spread":0.1411809343078166,"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."}}