{"id":"W2313685542","doi":"10.2967/jnmt.115.155242","title":"Reply: Medical Isotope Crisis","year":2015,"lang":"en","type":"letter","venue":"Journal of Nuclear Medicine Technology","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF","funders":"","keywords":"Perspective (graphical); Western hemisphere; Economics; History; Computer science; Economic geography","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001512602,0.0003666224,0.001741442,0.002345067,0.0000555014,0.000008943485,0.0007288161,0.00260235,0.005215922],"category_scores_gemma":[0.003327583,0.0002507006,0.0002763744,0.0008543966,0.0005894135,0.00008161811,0.00008835203,0.007003068,0.0001936416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002730558,"about_ca_system_score_gemma":0.000690504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001735697,"about_ca_topic_score_gemma":3.104595e-7,"domain_scores_codex":[0.9956609,0.0001180241,0.001442568,0.0003205398,0.002035151,0.000422787],"domain_scores_gemma":[0.9964862,0.0001485847,0.001296245,0.0007854555,0.0009165774,0.0003669636],"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":[0.0001965085,0.00006826039,0.0001551991,0.0001057508,0.0004202791,0.009092532,0.0001354675,1.060197e-7,0.00006758383,0.000125748,0.9841016,0.005530959],"study_design_scores_gemma":[0.003352079,0.003610075,0.00004344977,0.0007985951,0.0005006327,0.01721263,0.0004848857,0.00001562174,0.00001890187,0.002815744,0.9709613,0.000186032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001052215,0.005330329,0.00003304664,0.9856038,0.001580142,0.0001863824,0.00000289452,0.0001644704,0.006046689],"genre_scores_gemma":[0.003337554,0.001658178,0.0007187154,0.9799012,0.01320237,0.000001997873,0.00001559469,0.0001272891,0.001037133],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01314026,"threshold_uncertainty_score":0.9999945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080041259385599,"score_gpt":0.3036565145928863,"score_spread":0.2828561019990303,"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."}}