{"id":"W4383868491","doi":"10.1002/mp.15993","title":"Past AAPM President: 2002","year":2023,"lang":"en","type":"editorial","venue":"Medical Physics","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of California, San Francisco; Harvard University; Radiological Society of North America","keywords":"Medical physicist; Nuclear medicine; Medicine; Medical physics; Library science; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0031981,0.002217528,0.001317128,0.002569315,0.00325335,0.01253235,0.002484954,0.01090476,0.3450196],"category_scores_gemma":[0.009112578,0.000825059,0.001084186,0.002529753,0.0009893473,0.004358083,0.002456152,0.006832922,0.4436136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00284679,"about_ca_system_score_gemma":0.005554638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003177476,"about_ca_topic_score_gemma":0.006561687,"domain_scores_codex":[0.9959778,0.0002704811,0.0003095981,0.0006928735,0.002287455,0.0004617862],"domain_scores_gemma":[0.9918233,0.0002954676,0.0003609915,0.0003111683,0.004774862,0.002434212],"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":[0.00001127905,0.00002140376,0.00005655021,0.00007438974,0.000001720463,0.00002997831,0.00000713191,0.0000124046,0.00004896095,0.0003109194,0.9834639,0.01596127],"study_design_scores_gemma":[0.000007673964,0.00001180104,0.0002852294,0.0001213596,0.000002126758,0.00004292756,0.0000157315,0.00001786145,0.00004168613,0.0001619664,0.9992864,0.000005371328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0006804133,0.01489891,0.0011699,0.09273566,0.3492907,0.0006815915,0.004800805,0.001519156,0.5342229],"genre_scores_gemma":[0.002122434,0.009695429,0.0006938556,0.02349043,0.05082241,0.0004397083,0.002260859,0.0004804476,0.9099944],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3450196,"threshold_uncertainty_score":0.9342501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306890788981478,"score_gpt":0.3008499536837867,"score_spread":0.2877810457939719,"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."}}