{"id":"W4362557328","doi":"10.3390/curroncol30040306","title":"Incorporating Lymphovenous Anastomosis in Clinically Node-Positive Women Receiving Neoadjuvant Chemotherapy: A Shared Decision-Making Model and Nuanced Approached to the Axilla","year":2023,"lang":"en","type":"review","venue":"Current Oncology","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Axilla; Chemotherapy; Anastomosis; Node (physics); General surgery; Oncology; Internal medicine; Surgery; Radiology; Breast cancer; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01822965,0.0005106318,0.0005740068,0.001363067,0.001268511,0.005553374,0.001674955,0.00142706,0.002512587],"category_scores_gemma":[0.04308377,0.0004075459,0.001218598,0.0008530392,0.00205857,0.003229301,0.003182172,0.002454462,0.0003873079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003580037,"about_ca_system_score_gemma":0.008041929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003653676,"about_ca_topic_score_gemma":0.006086536,"domain_scores_codex":[0.9830894,0.01398866,0.0005138915,0.0009048238,0.0007789142,0.000724243],"domain_scores_gemma":[0.9750737,0.0174219,0.003353134,0.0008671603,0.001040335,0.002243831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003583472,0.004034749,0.3371392,0.000854844,0.0008313697,0.004150932,0.01136709,0.2298352,0.001281737,0.09191584,0.007287979,0.3077175],"study_design_scores_gemma":[0.0003398985,0.002362754,0.01978049,0.0008737223,0.0002941935,0.001975799,0.009357578,0.7065893,0.001018337,0.2482419,0.009011096,0.0001548952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8341451,0.002078231,0.1077048,0.03835981,0.0002444637,0.001085359,0.000466349,0.0001237742,0.01579221],"genre_scores_gemma":[0.9705394,0.0004723361,0.02754437,0.000508499,0.00006545263,0.0001793663,0.0001322502,0.000008284927,0.0005498852],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01822965,"threshold_uncertainty_score":0.09640872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1674844464740045,"score_gpt":0.4574710866331777,"score_spread":0.2899866401591732,"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."}}