{"id":"W4285803599","doi":"10.1200/jco.21.02488","title":"Clinical Outcomes and Risk Stratification of Early-Stage Melanoma Micrometastases From an International Multicenter Study: Implications for the Management of American Joint Committee on Cancer IIIA Disease","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"National Institute for Health and Care Research","keywords":"Medicine; Internal medicine; Hazard ratio; Oncology; Cancer; Stage (stratigraphy); Adjuvant therapy; Clinical endpoint; AJCC staging system; Cohort; Surgery; Clinical trial; Confidence interval","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":[0.002999264,0.0003325697,0.0003327632,0.0005728648,0.0004248202,0.0007609055,0.0004318507,0.0003476002,0.0007796836],"category_scores_gemma":[0.004051312,0.0001737667,0.0004004074,0.0006767971,0.0003556559,0.0003962634,0.0005673871,0.0003790771,0.0001290002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003396486,"about_ca_system_score_gemma":0.0003778601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002940335,"about_ca_topic_score_gemma":0.004553603,"domain_scores_codex":[0.9990288,0.0005138149,0.00008755566,0.0001665642,0.0001133102,0.00009003309],"domain_scores_gemma":[0.9974657,0.0004992055,0.001064014,0.0002485173,0.0002167819,0.0005057622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002367226,0.00002517899,0.9983342,0.000005009941,0.00004019981,0.00003598839,0.00007129725,0.00003340248,0.0001599448,0.00001245626,0.00008268685,0.0009628388],"study_design_scores_gemma":[0.00002551179,0.0001067828,0.9990274,0.000005669506,0.00003839293,0.0001782357,0.0001454122,0.0002380698,0.00005896954,0.00002291676,0.0001489032,0.000003720338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994081,0.0001684366,0.00007207615,0.00004907757,0.00000464636,0.00001132849,0.00009800121,0.000001082399,0.0001871142],"genre_scores_gemma":[0.9995994,0.00004555463,0.00006996512,0.00002217446,0.00001351378,0.00001186118,0.0002008784,0.000001144284,0.00003555117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002999264,"threshold_uncertainty_score":0.01586181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1311454640012218,"score_gpt":0.4827180310972353,"score_spread":0.3515725670960135,"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."}}