{"id":"W2921438307","doi":"10.1111/iwj.13093","title":"Surfactants: Role in biofilm management and cellular behaviour","year":2019,"lang":"en","type":"article","venue":"International Wound Journal","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Medline Industries","keywords":"Biofilm; Wound healing; Poloxamer; Wound care; Medicine; Matrix metalloproteinase; Intensive care medicine; Bacteria; Chemistry; Surgery; Biology","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":[0.0001717159,0.00008402862,0.0001237589,0.0001876777,0.00003710504,0.00006226038,0.00006270409,0.00004142027,0.0005617979],"category_scores_gemma":[0.00000570099,0.00006950959,0.00004188961,0.00005102137,0.00001412228,0.00008905741,0.00002693867,0.0002065652,0.000132342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001813951,"about_ca_system_score_gemma":0.00002741579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005570605,"about_ca_topic_score_gemma":0.000007053133,"domain_scores_codex":[0.9992005,0.00001518378,0.0002126798,0.0001310542,0.0002987059,0.0001418452],"domain_scores_gemma":[0.9996986,0.00001570034,0.00006127188,0.00007734483,0.00005500827,0.00009204249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001230801,0.0002421058,0.9938619,0.00001227727,0.0001443783,0.0005306664,0.000120933,0.0000109154,0.0009304335,0.000524587,0.0001401627,0.003358537],"study_design_scores_gemma":[0.005104807,0.0002248418,0.9774843,0.000289395,0.00006927812,0.001220613,0.0005592576,0.0003517716,0.0006664727,0.002172729,0.01172569,0.0001307777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797592,0.0003971347,0.00002488005,0.0008744323,0.0005660642,0.0001284616,0.000004445237,0.00000913759,0.0182362],"genre_scores_gemma":[0.9911256,0.0001917612,0.0009380145,0.0001628822,0.0001095318,0.000002560963,0.00001329615,0.000009848562,0.00744647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01637756,"threshold_uncertainty_score":0.6151294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104037523963516,"score_gpt":0.2747634171405289,"score_spread":0.2643596647441773,"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."}}