{"id":"W4386212119","doi":"10.1002/pmrj.13066","title":"Influence of resident involvement on fluoroscopy time and ionizing radiation exposure in fluoroscopy‐guided spinal procedures","year":2023,"lang":"en","type":"article","venue":"PM&R","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré de Santé et de Services Sociaux des Laurentides; McGill University Health Centre; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Fluoroscopy; Medicine; Lumbar; Confidence interval; Nuclear medicine; Radiation exposure; Radiology; Internal medicine","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":[0.001621202,0.0002108654,0.0002401787,0.0004701967,0.0002607671,0.0004669582,0.0002729326,0.0002910253,0.001929825],"category_scores_gemma":[0.01543087,0.0001996791,0.0004225975,0.000390497,0.0003076642,0.0002748713,0.0004200443,0.0003660975,0.0001927487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000344493,"about_ca_system_score_gemma":0.0004776879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001721848,"about_ca_topic_score_gemma":0.002168401,"domain_scores_codex":[0.9976183,0.001236533,0.0002506491,0.000183489,0.000442331,0.0002687021],"domain_scores_gemma":[0.9735454,0.01023567,0.01160534,0.0005136406,0.001265403,0.002834669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005633597,0.0002265084,0.9936739,0.000031007,0.00005948482,0.0001019752,0.0002380578,0.00008279208,0.0003357028,0.000005730606,0.00006935055,0.004612101],"study_design_scores_gemma":[0.00001020674,0.0009080313,0.9976318,0.00001888947,0.00003416928,0.0004054381,0.00037023,0.0002594853,0.0002113828,0.000007822316,0.0001366018,0.000005858554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993793,0.0001972743,0.0001289263,0.00002924278,0.00000442186,0.000005024424,0.00002843613,0.000002964051,0.0002244224],"genre_scores_gemma":[0.9996964,0.00007110276,0.0001070576,0.00001113252,0.00000832384,0.000004882141,0.00003036502,0.000001740886,0.00006905318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001929825,"threshold_uncertainty_score":0.00857383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01949391538798182,"score_gpt":0.3081187393999177,"score_spread":0.2886248240119359,"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."}}