{"id":"W3181192929","doi":"10.1001/jamanetworkopen.2021.19393","title":"High-Intensity vs Low-Intensity Knowledge Translation and Performance Metrics in Patients With Rectal Cancer","year":2021,"lang":"en","type":"letter","venue":"JAMA Network Open","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Intuitive Surgical","keywords":"Intensity (physics); Colorectal cancer; Translation (biology); Medicine; Gerontology; Cancer; Internal medicine; Physics; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004846401,0.0001420515,0.0004789123,0.000494184,0.001607581,0.0009177934,0.0005693796,0.004315243,0.003141723],"category_scores_gemma":[0.04085347,0.0001887276,0.0004619043,0.001118878,0.0008770273,0.0007650513,0.0005196601,0.00325448,0.0008193585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004921434,"about_ca_system_score_gemma":0.007316064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08425283,"about_ca_topic_score_gemma":0.1742982,"domain_scores_codex":[0.995433,0.002662394,0.0004706876,0.0002622406,0.0008188406,0.0003528535],"domain_scores_gemma":[0.9682913,0.02426064,0.001645783,0.0005997577,0.00347471,0.001727843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.001676406,0.0002314346,0.1917558,0.0004242629,0.0001560795,0.001346745,0.001084838,0.0002130163,0.0002915811,0.001540432,0.7310763,0.07020316],"study_design_scores_gemma":[0.00261464,0.002367416,0.5506645,0.003321152,0.0006317081,0.003764815,0.009281198,0.004020664,0.001561275,0.01109531,0.4104125,0.0002647529],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04794511,0.003800196,0.0001174266,0.9361567,0.003684444,0.00003629286,0.00113108,0.0000173039,0.007111435],"genre_scores_gemma":[0.3233732,0.003619004,0.0005568385,0.6533461,0.01359065,0.0001717451,0.0006575662,0.00002249911,0.004662441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08425283,"threshold_uncertainty_score":0.1675249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03893008502638069,"score_gpt":0.2728941106611139,"score_spread":0.2339640256347332,"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."}}