{"id":"W2307207023","doi":"10.1177/1534734615627721","title":"The Point Prevalence of Malignancy in a Wound Clinic","year":2016,"lang":"en","type":"article","venue":"The International Journal of Lower Extremity Wounds","topic":"Wound Healing and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Medicine; Malignancy; Biopsy; Chronic wound; Surgery; Retrospective cohort study; Odds ratio; Malignant transformation; Dermatology; Wound healing; Internal medicine; Pathology","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":[0.001373318,0.00009977804,0.0002051388,0.00009641494,0.00004942209,0.00002369369,0.0004715257,0.00004824948,0.0002260409],"category_scores_gemma":[0.0004377829,0.00004074382,0.0001868211,0.00008161581,0.0001755762,0.000111574,0.0000574357,0.0002150755,0.00002509966],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000254513,"about_ca_system_score_gemma":0.0002539174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003340658,"about_ca_topic_score_gemma":0.00003227513,"domain_scores_codex":[0.9982663,0.00007649847,0.0007022191,0.0001012607,0.0006994562,0.0001542809],"domain_scores_gemma":[0.9980058,0.0007419632,0.0004825001,0.0002481012,0.0004597827,0.0000618641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00803288,0.001908133,0.9115655,0.00009052108,0.001212695,0.0008579464,0.001186772,0.000005229664,0.008798642,0.002284346,0.005522893,0.05853444],"study_design_scores_gemma":[0.01032481,0.001356201,0.9352593,0.004892378,0.0003480159,0.003111308,0.0003393098,0.00002928269,0.003039223,0.02456877,0.01650775,0.0002236366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9752632,0.001301586,0.0001264294,0.01949145,0.001100666,0.0001185155,0.000008083013,0.000004944873,0.002585132],"genre_scores_gemma":[0.9915662,0.001706227,0.0001265107,0.00024464,0.0002729021,0.000002971987,3.312837e-7,0.000008923536,0.006071227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0583108,"threshold_uncertainty_score":0.2474989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02752290984492366,"score_gpt":0.32784915249754,"score_spread":0.3003262426526164,"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."}}