{"id":"W3165186031","doi":"10.1148/rg.2021200133","title":"Creating Low-Cost Phantoms for Needle Manipulation Training in Interventional Radiology Procedures","year":2021,"lang":"en","type":"article","venue":"Radiographics","topic":"Radiology practices and education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Medical physics; Fluoroscopy; Radiology; Competence (human resources); Presentation (obstetrics)","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":[0.005372514,0.0008059177,0.0003974129,0.001709125,0.0008431499,0.002086227,0.001478789,0.001953752,0.04296643],"category_scores_gemma":[0.0183356,0.0009672647,0.0006110254,0.0005417572,0.0008709971,0.001740278,0.00239704,0.001593636,0.01327578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000645285,"about_ca_system_score_gemma":0.002805762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009507659,"about_ca_topic_score_gemma":0.002544027,"domain_scores_codex":[0.9978188,0.0008100878,0.0001203069,0.0001241534,0.0009991695,0.0001275048],"domain_scores_gemma":[0.9912928,0.004052978,0.0007172532,0.001158966,0.001973651,0.0008043066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001510408,0.00130983,0.006723633,0.002049242,0.00007001076,0.001259961,0.0009886588,0.01097278,0.1805315,0.01271851,0.09982082,0.6820446],"study_design_scores_gemma":[0.0005926878,0.005411193,0.0200123,0.001485176,0.0002464323,0.0134418,0.0009599167,0.035427,0.1573207,0.01022797,0.7544386,0.000436212],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07350473,0.007090048,0.7635272,0.01159124,0.004670028,0.002822497,0.001892674,0.01495486,0.1199468],"genre_scores_gemma":[0.1834938,0.002641378,0.7636373,0.002156456,0.0005392733,0.001402658,0.001663653,0.002712706,0.04175277],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04296643,"threshold_uncertainty_score":0.143737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06665999783886431,"score_gpt":0.3630506503598926,"score_spread":0.2963906525210283,"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."}}