{"id":"W132476954","doi":"10.4172/plastic-surgery.1000907","title":"Isolated limb infusion: efficacy, toxicity and an evolution in the management of in-transit melanoma","year":2015,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Surgery; Melanoma; Toxicity; Quality of life (healthcare); Progressive disease; Retrospective cohort study; Percutaneous; Chemotherapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001327252,0.0001265155,0.0002369687,0.0005328491,0.000194361,0.0005229703,0.0002920378,0.0002766615,0.0009161531],"category_scores_gemma":[0.003249222,0.0000728699,0.0002821088,0.0006440249,0.0003962562,0.0002987461,0.0002215051,0.000300169,0.0001476193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007795927,"about_ca_system_score_gemma":0.0004068228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001318215,"about_ca_topic_score_gemma":0.002593478,"domain_scores_codex":[0.9994447,0.0001940138,0.00007590867,0.00007055212,0.0001575975,0.00005728608],"domain_scores_gemma":[0.9975177,0.000678025,0.001365934,0.00005487746,0.0002201327,0.0001633714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006369012,0.00008554413,0.9244378,0.0003644385,0.0000989164,0.001709213,0.0002548942,0.000313698,0.002077929,0.00004650856,0.0002429011,0.06973124],"study_design_scores_gemma":[0.00003137429,0.002390765,0.9734855,0.000129877,0.0001595873,0.02069825,0.0003491377,0.0004316127,0.0007812944,0.00003827151,0.001493428,0.00001092902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802864,0.01826738,0.000288596,0.0001405658,0.000008554347,0.00001915622,0.00005044556,0.000006051161,0.0009328954],"genre_scores_gemma":[0.9974067,0.002196805,0.0001598902,0.00005360701,0.00002809362,0.000005330015,0.00005684948,0.000002377394,0.00009033806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001327252,"threshold_uncertainty_score":0.007019222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02623846201351987,"score_gpt":0.2528516326390781,"score_spread":0.2266131706255582,"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."}}