{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002789385,0.0001093542,0.0001856168,0.0006033349,0.0002843233,0.0006292942,0.0002474248,0.0002570319,0.001478815],"category_scores_gemma":[0.001753605,0.0001231658,0.0004335125,0.001305428,0.000166137,0.0005302916,0.0005718842,0.0005466043,0.0001647561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009504424,"about_ca_system_score_gemma":0.0006415558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0142021,"about_ca_topic_score_gemma":0.02557776,"domain_scores_codex":[0.9996098,0.0001039527,0.00005962592,0.00006389477,0.0000617996,0.0001009442],"domain_scores_gemma":[0.9988652,0.00008977949,0.0007769422,0.00002262108,0.00006499317,0.0001803723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005315168,0.00003109809,0.9961552,0.00001384492,0.00003991673,0.0001147508,0.00005724038,0.0001174054,0.00004143501,0.00008398544,0.0004455272,0.002846383],"study_design_scores_gemma":[0.000006695345,0.00004885145,0.9975472,0.00002597184,0.00002263015,0.0004032869,0.0004449464,0.0007757906,0.00002726138,0.0001155292,0.0005762429,0.000005436476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997586,0.0006393868,0.00004617343,0.000474191,0.000006105589,0.000006343717,0.0007160811,0.000001919776,0.0005237937],"genre_scores_gemma":[0.9990232,0.0002806461,0.00004782735,0.00009294262,0.00001558631,0.000006123651,0.000451415,0.000001517269,0.00008071099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0142021,"threshold_uncertainty_score":0.02823889,"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."}}