{"id":"W3206395319","doi":"10.1007/s00270-021-02984-1","title":"The UNITE Collaborative: Early Experiences of Introducing Collaborative Trainee Research to Interventional Radiology in the United Kingdom","year":2021,"lang":"en","type":"letter","venue":"CardioVascular and Interventional Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Interventional radiology; Radiology; Medical physics; Medical education","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00712866,0.0003481516,0.001159322,0.0008845935,0.0004090397,0.00009899997,0.0005550734,0.0007009684,0.0001312109],"category_scores_gemma":[0.003479321,0.0002283242,0.0008886249,0.002084153,0.001567892,0.0001241054,0.0001607278,0.002496283,0.000007776413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002087373,"about_ca_system_score_gemma":0.0006059785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002249722,"about_ca_topic_score_gemma":0.00003361394,"domain_scores_codex":[0.9895207,0.007337953,0.0009764686,0.0008354341,0.0007138217,0.0006156013],"domain_scores_gemma":[0.9940662,0.003021252,0.0002985295,0.0008056706,0.001719372,0.00008902414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001103386,0.0003681161,0.002179875,0.0005323947,0.008975148,0.000957219,0.04021223,0.0002447744,0.000177253,0.0102447,0.9318232,0.003181715],"study_design_scores_gemma":[0.001455803,0.002305388,0.01289894,0.0005461344,0.0004275072,0.002567041,0.03708073,0.00006270558,0.00003617605,0.0004466025,0.9418936,0.0002793679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7234663,0.03460943,0.0004323802,0.2374478,0.002012092,0.001481829,0.00008353758,0.00001506042,0.0004515596],"genre_scores_gemma":[0.945032,0.002600141,0.0006445201,0.03755818,0.007411289,0.002092678,0.003046034,0.00008890817,0.001526262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2215656,"threshold_uncertainty_score":0.999805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08307674460859654,"score_gpt":0.3881757667474308,"score_spread":0.3050990221388342,"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."}}