{"id":"W4393151478","doi":"10.1097/hp.0000000000001777","title":"3D Printed Lung Phantom for Individual Monitoring","year":2024,"lang":"en","type":"article","venue":"Health Physics","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada","funders":"","keywords":"3d printed; Imaging phantom; 3D printing; Computer science; 3d printer; Materials science; Biomedical engineering; Engineering; Nuclear medicine; Mechanical engineering; Medicine; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001637675,0.00007376815,0.0001418113,0.00004494192,0.00007912313,0.00003802919,0.00003513994,0.00002157831,0.000008297295],"category_scores_gemma":[0.00002027953,0.00006812359,0.00005102724,0.0001713202,0.00001009489,0.0001174813,0.00001276151,0.0001383609,0.00002585874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001036171,"about_ca_system_score_gemma":0.0003003142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001382745,"about_ca_topic_score_gemma":2.00718e-7,"domain_scores_codex":[0.9992914,0.00001198082,0.0001624987,0.0001569638,0.0001502557,0.0002269661],"domain_scores_gemma":[0.9996541,0.00006480922,0.00003312136,0.000110188,0.00003093785,0.0001069038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003313466,0.0001011596,0.0117306,0.002770768,0.0001615163,0.000008620162,0.004349717,0.00003267828,0.001089203,0.002470988,0.02465536,0.9525962],"study_design_scores_gemma":[0.005016678,0.0008963132,0.07180424,0.005126035,0.0004253409,0.00006089966,0.0009387919,0.3541631,0.03406908,0.002653968,0.5240951,0.0007504765],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5664259,0.02673066,0.3419536,0.04066721,0.01001483,0.005602093,0.0002088635,0.002185237,0.006211637],"genre_scores_gemma":[0.9921075,0.000181803,0.003135106,0.0011722,0.002800345,0.0000550546,0.0000566898,0.00003354653,0.0004578162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9518458,"threshold_uncertainty_score":0.2778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06540911525142921,"score_gpt":0.420659043216618,"score_spread":0.3552499279651887,"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."}}