{"id":"W2015196059","doi":"10.1002/jso.20316","title":"Palliation by perfusion: Is it worth it?","year":2005,"lang":"en","type":"letter","venue":"Journal of Surgical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Citation; Library science; Cancer; Surgery; Internal medicine; Computer science","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004330053,0.000252771,0.0009852274,0.0003028626,0.00005935662,0.00002424545,0.0001577205,0.001049046,0.01425209],"category_scores_gemma":[0.00003229165,0.0001899904,0.0004827482,0.0001484095,0.00006886399,0.00005039746,0.00005480682,0.002585748,0.0002870041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006852276,"about_ca_system_score_gemma":0.0002669636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006137984,"about_ca_topic_score_gemma":0.00000592487,"domain_scores_codex":[0.9975396,0.0001552803,0.001014742,0.0002393323,0.0007330306,0.0003179539],"domain_scores_gemma":[0.9981771,0.0002621677,0.0009194956,0.000199917,0.0002829021,0.0001584324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004333939,0.000189728,0.00002812268,0.0000507355,0.0001695376,0.02060934,0.00009409203,0.000001932616,0.00004268822,0.000002884678,0.905749,0.07262851],"study_design_scores_gemma":[0.002202449,0.002059778,0.00002467117,0.0001485409,0.0003965289,0.01525271,0.00005766933,0.00002497346,0.00002586161,0.00001079235,0.9796311,0.0001649846],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001592933,0.0006309425,0.00005405031,0.9434322,0.001667369,0.0002160712,0.000007868537,0.00001494241,0.05238369],"genre_scores_gemma":[0.001715883,0.01046287,0.000315014,0.8545294,0.01519669,0.000005282694,0.00004984851,0.00003841775,0.1176865],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08890267,"threshold_uncertainty_score":0.9997153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02873222637173618,"score_gpt":0.3159808778371636,"score_spread":0.2872486514654274,"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."}}