{"id":"W4386699170","doi":"10.56885/vpqo61192","title":"Advancing Wound Care And Lower Limb Preservation In Northwestern Ontario Through Dedicated People, Pathways And Technology","year":2023,"lang":"en","type":"article","venue":"Limb Preservation Journal","topic":"Diabetic Foot Ulcer Assessment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Indigenous; Amputation; Wound care; Triage; Medicine; Geography; Medical emergency; Surgery; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003340581,0.0001676126,0.0002715141,0.0004832227,0.0001502622,0.0001135056,0.0001168567,0.0001356169,0.00009075956],"category_scores_gemma":[0.0001021635,0.0001555276,0.0000331353,0.0007782837,0.00004973888,0.0009829429,0.0002129792,0.0004492333,0.000008856479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002004289,"about_ca_system_score_gemma":0.0001896005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274352,"about_ca_topic_score_gemma":0.04608599,"domain_scores_codex":[0.9985331,0.00003844241,0.0004253854,0.0002829608,0.0003656154,0.0003544764],"domain_scores_gemma":[0.9992059,0.00006386205,0.0001686775,0.0002166239,0.0002323408,0.0001125386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001666934,0.00009408772,0.9845959,0.0001916461,0.0000679919,0.0000875023,0.006560077,0.00006731043,0.0006040208,0.0003964232,0.001522303,0.005646036],"study_design_scores_gemma":[0.002509588,0.00117936,0.9575738,0.0002712241,0.00008795985,0.00004502207,0.005098923,0.001114512,0.0001075208,0.003041066,0.02878412,0.0001869446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899493,0.0003195329,0.000424636,0.006449304,0.0002458843,0.0005508469,0.000002359279,0.0001081847,0.001949954],"genre_scores_gemma":[0.9954185,0.0004770632,0.00154163,0.0003056687,0.0001021605,0.00005227323,0.00009468963,0.00002520976,0.001982823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04481164,"threshold_uncertainty_score":0.9713205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936518661490198,"score_gpt":0.269699999381449,"score_spread":0.250334812766547,"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."}}