{"id":"W2892714253","doi":"10.1097/cmr.0000000000000507","title":"Postsurgical treatment landscape and economic burden of locoregional and distant recurrence in patients with operable nonmetastatic melanoma","year":2018,"lang":"en","type":"article","venue":"Melanoma Research","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Novartis Pharmaceuticals Corporation","keywords":"Medicine; Melanoma; Malignancy; Radiation therapy; Adjuvant; Adjuvant therapy; Surgery; Internal medicine; Cancer","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":[0.0003453341,0.0001346779,0.0003067553,0.0002978149,0.00008466106,0.00003148585,0.00006252702,0.00004625555,0.0002948804],"category_scores_gemma":[0.00002656877,0.00009371546,0.00002170526,0.0001634165,0.0003367515,0.00005177888,0.00008683648,0.000129381,0.00003184087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001533633,"about_ca_system_score_gemma":0.00009301658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00060981,"about_ca_topic_score_gemma":0.0003499815,"domain_scores_codex":[0.9986824,0.000106163,0.0002306965,0.0003622687,0.0003113965,0.0003070337],"domain_scores_gemma":[0.9993287,0.0001253037,0.00004191522,0.0002329902,0.0001063793,0.0001646962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005463688,0.0005247686,0.9534465,0.0001717992,0.0001607485,0.0002258361,0.001180866,0.000006349451,0.0001441959,0.0006513901,0.0003373802,0.03768646],"study_design_scores_gemma":[0.0126547,0.01985711,0.9445826,0.0003337528,0.00007025929,0.0002493052,0.0011161,0.003169305,0.0008791565,0.000127032,0.01666087,0.0002997971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957766,0.000231144,0.00001043864,0.0003843844,0.00004561898,0.0007323871,0.00001728078,0.000009070415,0.002793073],"genre_scores_gemma":[0.9986791,0.00015004,0.0002319314,0.000008960526,0.00006419325,0.00003986603,0.00001996436,0.00001441843,0.0007915134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03738666,"threshold_uncertainty_score":0.3821606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02753390982427256,"score_gpt":0.3054737048027076,"score_spread":0.2779397949784351,"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."}}