{"id":"W4307680734","doi":"10.22467/jwmr.2022.02201","title":"Early Compression Therapy for Deep Skin Defects: A New Treatment Option to Prevent Hypertrophic Scars or Contractures","year":2022,"lang":"en","type":"article","venue":"Journal of Wound Management and Research","topic":"Dermatologic Treatments and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Muscle contracture; Scars; Hypertrophic scar; Surgery; Contracture; Hypertrophic scars","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":[0.000812804,0.0001358418,0.0003326528,0.000578002,0.000480109,0.0001032184,0.0001553971,0.0000418885,0.0001813807],"category_scores_gemma":[0.00002260908,0.00007028614,0.0001463347,0.0002720856,0.00005129575,0.00007186124,0.0001477581,0.0002756559,0.000003388279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144488,"about_ca_system_score_gemma":0.0001363654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006244612,"about_ca_topic_score_gemma":0.000005641249,"domain_scores_codex":[0.9979004,0.0002213469,0.0003058283,0.0002139332,0.0009692491,0.0003892541],"domain_scores_gemma":[0.9990602,0.0001913754,0.00009204892,0.0001737609,0.0001702559,0.0003124099],"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":[0.03740209,0.006669508,0.003331003,0.0003155848,0.002590417,0.002710314,0.003037657,0.0004049588,0.003418041,0.0009694092,0.03712434,0.9020267],"study_design_scores_gemma":[0.03327005,0.05436874,0.09695476,0.0003225268,0.0003783599,0.001629165,0.005090662,0.0003812912,0.002254234,0.003361874,0.801647,0.00034135],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858491,0.004831139,0.0005258201,0.005373421,0.0001552175,0.002728,0.000003791382,0.000009341584,0.0005242035],"genre_scores_gemma":[0.9730157,0.005553754,0.002044667,0.0002099368,0.0002117754,0.0002222114,0.000006911815,0.00002151816,0.01871349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9016854,"threshold_uncertainty_score":0.3692659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07856645558630346,"score_gpt":0.4043999414202427,"score_spread":0.3258334858339392,"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."}}