{"id":"W4386795959","doi":"10.1111/iwj.14402","title":"The role community‐based healthcare providers play in managing hard‐to‐heal wounds","year":2023,"lang":"en","type":"article","venue":"International Wound Journal","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Professional Engineers Ontario","funders":"","keywords":"Medicine; Wound care; Health care; Intervention (counseling); Intensive care medicine; Medical emergency; Nursing","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":[0.001159367,0.0001318143,0.0001673397,0.0004232013,0.000771148,0.0002436467,0.0002728273,0.00005960783,0.00003350711],"category_scores_gemma":[0.0001516031,0.00009576118,0.00009363302,0.0003234344,0.00004711694,0.0001012992,0.00005425181,0.001001546,0.000175076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007113852,"about_ca_system_score_gemma":0.0003217701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009845912,"about_ca_topic_score_gemma":0.0008321733,"domain_scores_codex":[0.9983142,0.0001768307,0.000393077,0.0001334137,0.0006081488,0.0003743173],"domain_scores_gemma":[0.9989353,0.0003282629,0.0001035535,0.0002078295,0.0001921749,0.0002328761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002923436,0.001079608,0.8132188,0.000161911,0.0009102097,0.00187142,0.01010916,0.004104145,0.0005512129,0.005028874,0.02231486,0.1377264],"study_design_scores_gemma":[0.00711204,0.0009901993,0.6297252,0.001254207,0.00006357926,0.001150241,0.008274913,0.006736722,0.0001669803,0.02579935,0.3183809,0.0003457587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8407747,0.0002415601,0.0001207271,0.1505462,0.001587019,0.0003662125,0.00001641784,0.00009173858,0.006255439],"genre_scores_gemma":[0.993653,0.0000958549,0.0003278239,0.003017073,0.0003875971,0.00003413097,0.00005859556,0.0000239507,0.002401969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.296066,"threshold_uncertainty_score":0.5931125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04764298012237279,"score_gpt":0.3639563358936114,"score_spread":0.3163133557712386,"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."}}