{"id":"W2073400054","doi":"10.1002/pon.1685","title":"Predictors of arm morbidity following breast cancer surgery","year":2010,"lang":"en","type":"article","venue":"Psycho-Oncology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. John’s Health Sciences Centre; Dalhousie University; McGill University; University of Saskatchewan; BC Cancer Agency; University of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Breast cancer; Lymphedema; Axilla; Mastectomy; Axillary Lymph Node Dissection; Radiation therapy; Cancer; Surgery; Physical therapy; General surgery; Sentinel lymph node; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0003454651,0.0001421042,0.00013695,0.0002633518,0.0003757145,0.000306206,0.0002133777,0.0002109028,0.002756946],"category_scores_gemma":[0.002026865,0.00007764495,0.000208906,0.0003662764,0.000214745,0.0001094896,0.0003738771,0.0003994384,0.0001513992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003776948,"about_ca_system_score_gemma":0.000715224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01782253,"about_ca_topic_score_gemma":0.03901637,"domain_scores_codex":[0.9997414,0.00005067862,0.00002471236,0.00002105911,0.00007766081,0.0000844989],"domain_scores_gemma":[0.9986812,0.0002297035,0.0006743557,0.00002521877,0.0001305724,0.0002589206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003396595,0.0000288457,0.998796,0.00000624899,0.000008671826,0.00002368263,0.00001774178,0.00002408409,0.00005057106,0.000002549456,0.00005566186,0.0009520111],"study_design_scores_gemma":[0.000001606619,0.00003712181,0.9997527,0.000003135864,0.000003153453,0.00006583593,0.00004968461,0.00003053082,0.00001193971,0.000002926963,0.00004075327,6.394847e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992016,0.0001651961,0.00002450269,0.00006034302,0.000002866526,0.00000898957,0.0001792261,0.000001850879,0.0003555887],"genre_scores_gemma":[0.9995669,0.00006652596,0.00003342664,0.0000121579,0.000004189024,0.000005181815,0.0002056611,4.045796e-7,0.0001056704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01782253,"threshold_uncertainty_score":0.03543758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839901601128007,"score_gpt":0.3489642621353085,"score_spread":0.3205652461240284,"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."}}