{"id":"W4386482941","doi":"10.1503/cjs.013421","title":"Utility of routine postoperative chest radiography in patients undergoing clavicle fixation: a retrospective chart review","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Shoulder and Clavicle Injuries","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Medicine; Clavicle; Pneumothorax; Chest radiograph; Radiography; Surgery; Internal fixation; Radiology; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.001366767,0.0001910478,0.0004384259,0.003420724,0.0003553456,0.000702558,0.0005076356,0.0003779664,0.00083134],"category_scores_gemma":[0.006902762,0.0003061251,0.0003578982,0.003291784,0.0003712713,0.0005008526,0.0004714796,0.0003461546,0.0001542394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027593,"about_ca_system_score_gemma":0.001495496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01071024,"about_ca_topic_score_gemma":0.01087484,"domain_scores_codex":[0.9981228,0.0003604287,0.0005691827,0.000266035,0.0005064,0.0001751983],"domain_scores_gemma":[0.9862586,0.003050466,0.007795669,0.0004005927,0.001978404,0.0005162809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005655791,0.00001774344,0.9965751,0.0001175331,0.00002843168,0.0004729935,0.0001505955,0.00002292299,0.0001099895,0.000009248345,0.0001907609,0.002248053],"study_design_scores_gemma":[0.000008006745,0.0001038114,0.9967032,0.0001019343,0.00004262811,0.001808605,0.0005037244,0.0001054719,0.0001296346,0.000005023669,0.0004802537,0.000007726211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935736,0.002973469,0.0001533392,0.00007419397,0.00001132912,0.0001222296,0.002282529,0.00001439221,0.0007948743],"genre_scores_gemma":[0.9974301,0.001000441,0.0001814172,0.00004197569,0.00001092212,0.00005087868,0.001229825,0.000003150679,0.00005120764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01071024,"threshold_uncertainty_score":0.02129579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03308224458291009,"score_gpt":0.3156405409091602,"score_spread":0.2825582963262501,"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."}}