{"id":"W2517747943","doi":"10.1016/s0167-8140(16)33643-x","title":"244: Hypofractionated Radiotherapy for Node Positive Cutaneous Melanoma","year":2016,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Medicine; Radiation therapy; Melanoma; Node (physics); Dermatology; Oncology; Radiology; Cancer research; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002056198,0.000234557,0.0002394632,0.0004840285,0.000289509,0.0002640376,0.0003538177,0.0003300668,0.006261239],"category_scores_gemma":[0.0003139123,0.0001494278,0.0004098028,0.0002853511,0.0001583787,0.0003131874,0.000255405,0.0003415294,0.0009969462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002782588,"about_ca_system_score_gemma":0.0002252625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005751972,"about_ca_topic_score_gemma":0.001370289,"domain_scores_codex":[0.9999359,0.00001579401,0.000006169041,0.000008718263,0.00001793808,0.00001557077],"domain_scores_gemma":[0.9999591,0.00001128337,0.00001145273,0.000006176849,0.000003905786,0.000008089959],"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":[0.006559571,0.0009821618,0.03809011,0.001470609,0.0004941275,0.01412066,0.0004583157,0.008161969,0.1671011,0.002056742,0.02156791,0.7389367],"study_design_scores_gemma":[0.001768474,0.02221976,0.4947889,0.0007518312,0.001398,0.1658507,0.0002363856,0.009032338,0.0843737,0.004016678,0.2154399,0.0001233508],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.891876,0.03554697,0.009004055,0.002710678,0.001019261,0.0001799993,0.0005060657,0.0004573911,0.05869959],"genre_scores_gemma":[0.9738149,0.006595085,0.003182538,0.00076802,0.0005115131,0.0000457612,0.0002946457,0.0001114856,0.01467605],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006261239,"threshold_uncertainty_score":0.02094591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01598276245196471,"score_gpt":0.2906915277176927,"score_spread":0.274708765265728,"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."}}