{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008206529,0.0001094944,0.0006023422,0.0007071936,0.00005507888,0.00001009965,0.00006332587,0.00005850834,0.0002578092],"category_scores_gemma":[0.000859878,0.00009817944,0.0002500259,0.001390893,0.0001064017,0.0001641085,0.000006303435,0.0002416917,0.000004626741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001256588,"about_ca_system_score_gemma":0.001404628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008318331,"about_ca_topic_score_gemma":0.003705462,"domain_scores_codex":[0.9986075,0.00008420087,0.0006820321,0.0001224254,0.0002511794,0.0002526938],"domain_scores_gemma":[0.9985718,0.000168905,0.0002824196,0.0001534002,0.0004937814,0.000329655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005720741,0.00003100069,0.9829413,0.0002551799,0.00005445098,0.00009724085,0.0004555572,4.419226e-7,0.00001277773,0.00002056774,0.01468998,0.00138425],"study_design_scores_gemma":[0.00056303,0.0001294776,0.994652,0.002672942,0.00005009046,0.00002511824,0.0003159099,0.000005099876,0.0003279897,0.00005446114,0.001124929,0.00007889877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911107,0.003793934,0.000002312197,0.004002193,0.0002465865,0.0001828826,0.00002632371,0.000007334948,0.0006277126],"genre_scores_gemma":[0.9975697,0.001395092,0.00001603208,0.0008701432,0.00006657081,0.000002310317,0.00002229451,0.00001304001,0.00004479511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01356505,"threshold_uncertainty_score":0.4003641,"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."}}