{"id":"W4206811608","doi":"10.21203/rs.3.rs-41572/v1","title":"An international multi-center investigation on the accuracy of radionuclide calibrators in nuclear medicine theranostics","year":2020,"lang":"en","type":"preprint","venue":"Research Square","topic":"Radioactive Decay and Measurement Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada; Maastricht Universitair Medisch Centrum; Universiteit Maastricht","keywords":"Radionuclide; Nuclear medicine; Medicine; Radiochemistry; Medical physics; Chemistry; Physics; Nuclear physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.01041869,0.0008796711,0.0006491888,0.001815593,0.0007239246,0.001363787,0.00103304,0.0008459968,0.002514732],"category_scores_gemma":[0.01184095,0.0004721313,0.0006095858,0.001675579,0.001046342,0.0007173198,0.001756444,0.0007129625,0.0009917681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000765137,"about_ca_system_score_gemma":0.0006268319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001408858,"about_ca_topic_score_gemma":0.001002109,"domain_scores_codex":[0.9905934,0.003932316,0.0007425653,0.002616338,0.001684578,0.0004309766],"domain_scores_gemma":[0.9746996,0.005829974,0.005328835,0.005819569,0.007008509,0.001313428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003025341,0.001206819,0.943728,0.0001261598,0.0006403209,0.0002475352,0.001325649,0.0009473677,0.01239667,0.0002498109,0.000985632,0.03512072],"study_design_scores_gemma":[0.0002438359,0.004518686,0.961484,0.00005537631,0.0006633365,0.002473528,0.001029466,0.002882293,0.02075074,0.0001582521,0.005661634,0.00007881933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924739,0.000653155,0.00409941,0.0000810245,0.00003961055,0.0001270396,0.0004735254,0.00008078779,0.001971524],"genre_scores_gemma":[0.9967512,0.0001160105,0.001947261,0.00007825236,0.00003559459,0.00006496221,0.0006405472,0.00004009231,0.0003260904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01041869,"threshold_uncertainty_score":0.0550999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1983268582642572,"score_gpt":0.4239584429998242,"score_spread":0.225631584735567,"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."}}