{"id":"W2888675714","doi":"10.15562/gnc.61","title":"Classification of Wounds: Know before Research and Clinical Practice","year":2018,"lang":"en","type":"article","venue":"Journal of Genes and Cells","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wound treatment; Damages; Medicine; Intensive care medicine; Wound healing; Clinical Practice; Surgery; Physical therapy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001274182,0.00003993123,0.0001703311,0.00006878177,0.00006578257,0.00001353549,0.00002569307,0.00006477199,0.00001262999],"category_scores_gemma":[0.000124755,0.00002613842,0.00003281831,0.00006816548,0.0001904478,0.00005850573,0.00001392163,0.0001637245,0.000004736738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001654577,"about_ca_system_score_gemma":0.0001070273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002257968,"about_ca_topic_score_gemma":0.000008903345,"domain_scores_codex":[0.9992071,0.00006973453,0.000337861,0.00007417081,0.0002248719,0.00008620822],"domain_scores_gemma":[0.9986525,0.0002004636,0.0002044736,0.00008664218,0.0007387758,0.0001171146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003091733,0.002519624,0.478012,0.000295787,0.0007133738,0.0001406355,0.001746719,1.603975e-7,0.02853106,0.0008272519,0.008832294,0.4752893],"study_design_scores_gemma":[0.004266288,0.02012691,0.679605,0.0005204702,0.0005456879,0.00107902,0.003327683,0.0001200966,0.007560317,0.001433502,0.2813293,0.00008568644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927744,0.003704868,0.00002002492,0.001878201,0.0001582513,0.00006270869,9.835552e-7,0.000001323256,0.001399215],"genre_scores_gemma":[0.989422,0.006438517,0.002720893,0.00005812596,0.0006288438,2.938225e-7,5.749739e-7,0.000005039355,0.0007256757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4752036,"threshold_uncertainty_score":0.1065894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1353352552070836,"score_gpt":0.4834920292762248,"score_spread":0.3481567740691413,"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."}}