{"id":"W2891622990","doi":"10.1016/j.jmir.2018.06.046","title":"Reducing lymphoma Patients’ Healthcare Burden and System Inefficiencies: Development of a Training Program to Extend Nuclear Medicine Technologists’ Practice","year":2018,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Medical physics; Health care; Radiology; Nuclear medicine","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":[0.004574672,0.0003128707,0.0002350845,0.000583373,0.001207284,0.0009647916,0.001771802,0.00108205,0.006742389],"category_scores_gemma":[0.01171419,0.0002425617,0.0004850911,0.0004284988,0.0003621581,0.001150794,0.002508187,0.001640656,0.0006954455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001972227,"about_ca_system_score_gemma":0.02180864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00564406,"about_ca_topic_score_gemma":0.01128191,"domain_scores_codex":[0.9979641,0.00106602,0.00008377132,0.0001283342,0.0002639742,0.0004937625],"domain_scores_gemma":[0.9893301,0.00162124,0.0009098559,0.0004801415,0.001528109,0.006130547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006451411,0.02903947,0.08281523,0.000603345,0.00009263703,0.0003840346,0.003036559,0.003627388,0.004124841,0.002405354,0.02637977,0.8468462],"study_design_scores_gemma":[0.005443488,0.01938813,0.7839577,0.002540511,0.0005674882,0.001160482,0.01700904,0.03012505,0.01028957,0.009755998,0.119547,0.0002155054],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8818306,0.0009884858,0.02217103,0.06179215,0.000883983,0.004858071,0.0003438486,0.0006979769,0.02643387],"genre_scores_gemma":[0.8910489,0.001015007,0.09111048,0.008444401,0.0003845047,0.002740989,0.0003195597,0.00004806737,0.004888126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006742389,"threshold_uncertainty_score":0.02419347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03301834341580166,"score_gpt":0.3659896484279108,"score_spread":0.3329713050121091,"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."}}