{"id":"W4362507364","doi":"10.1111/anae.16011","title":"Risk factors and prediction modelling for chronic post‐surgical pain after breast cancer surgery","year":2023,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Anesthesia and Pain Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton; Impact","funders":"","keywords":"Medicine; Breast cancer; Citation; Chronic pain; Cancer; Library science; Physical therapy; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009502754,0.0004567347,0.0007354979,0.0003141332,0.0001306348,0.00004898404,0.00008388764,0.000678802,0.0000948635],"category_scores_gemma":[0.00002312983,0.0003597607,0.000411617,0.0001668899,0.0000886426,0.00007383607,0.00001954037,0.0007387273,0.00002161706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002020743,"about_ca_system_score_gemma":0.0001701395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009811256,"about_ca_topic_score_gemma":0.00002785671,"domain_scores_codex":[0.997758,0.0002498328,0.0004084568,0.0006359052,0.000381991,0.0005658569],"domain_scores_gemma":[0.9986173,0.0005996388,0.000192329,0.0003705705,0.00009759044,0.0001225856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000242076,0.0000259738,0.3395946,0.001155803,0.0003261367,0.00145548,0.0001159194,0.000232416,2.197599e-7,0.000004871147,0.644572,0.01227458],"study_design_scores_gemma":[0.000399304,0.0002452497,0.1003449,0.0007508801,0.0008730305,0.00007421661,0.00003550713,0.01618842,7.796553e-7,0.00006026654,0.8806161,0.0004113334],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3326459,0.00369033,0.003385491,0.6563517,0.0003212868,0.002556749,0.0004260364,0.0005885602,0.00003400783],"genre_scores_gemma":[0.253094,0.02906663,0.0003938382,0.6758652,0.02143596,0.002826699,0.005168408,0.0009690374,0.01118014],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2392497,"threshold_uncertainty_score":0.9998854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0199432952565827,"score_gpt":0.2391770410830281,"score_spread":0.2192337458264454,"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."}}