{"id":"W4376869874","doi":"10.1126/sciadv.ade7007","title":"Breakthrough treatments for accelerated wound healing","year":2023,"lang":"en","type":"review","venue":"Science Advances","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":401,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"National Institute on Aging","keywords":"Wound healing; Medicine; Intensive care medicine; Clinical trial; Broad spectrum; Bioinformatics; Surgery; Pathology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004053616,0.0003973123,0.001401281,0.0003519052,0.000626183,0.0001066314,0.0002789765,0.000136524,0.00001368132],"category_scores_gemma":[0.0001763831,0.0002643716,0.0003184499,0.001666688,0.000359912,0.000343082,0.00004916497,0.0001664704,0.0002486226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005486101,"about_ca_system_score_gemma":0.001499304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005044866,"about_ca_topic_score_gemma":0.00001381407,"domain_scores_codex":[0.9974265,0.00002259421,0.0005195559,0.0008498894,0.0004897772,0.0006916851],"domain_scores_gemma":[0.9986402,0.0002399418,0.0002745953,0.000440019,0.0001704403,0.0002348274],"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":[0.0000135186,0.0001060622,0.00001644032,0.006532248,0.0001704154,0.00002810768,0.00004550612,0.000001639922,0.000001818287,0.0000586664,0.0000759807,0.9929496],"study_design_scores_gemma":[0.0007159326,0.000387734,0.00001342625,0.01234101,0.001404065,0.00007596287,0.00004833292,0.000006184643,0.00002422152,0.000424311,0.9843097,0.0002490977],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006397373,0.9957868,0.00003417664,0.00006815439,0.0008903635,0.00204982,0.0001037066,0.0002215591,0.0007814225],"genre_scores_gemma":[0.00001371792,0.990818,0.002423638,0.00005604828,0.000275567,0.0005543373,0.0002354863,0.00006009413,0.005563084],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9927005,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2415798693192878,"score_gpt":0.5063221154673775,"score_spread":0.2647422461480897,"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."}}