{"id":"W4406390447","doi":"10.1016/j.yhls.2014.03.095","title":"10.1016/j.yhls.2014.03.095","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Lymphedema; Axilla; Breast surgery; Surgery; General surgery; Oncology; Cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008851239,0.0001275075,0.0002390543,0.00006091172,0.00004407827,0.00002033311,0.00008960014,0.00005113017,0.9985803],"category_scores_gemma":[0.00006467244,0.0001025785,0.00008689199,0.000124346,0.00002486145,0.00004876234,0.00001779458,0.00001321283,0.9984398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000472682,"about_ca_system_score_gemma":0.00009023373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003794657,"about_ca_topic_score_gemma":6.493178e-8,"domain_scores_codex":[0.9991117,0.00002928138,0.000189032,0.0002034423,0.0002372503,0.0002293476],"domain_scores_gemma":[0.9991755,0.00004842328,0.00002269697,0.0003581202,0.00004748878,0.0003477387],"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":[0.0002092648,0.0001225564,0.000005615954,0.00003929301,0.00003301299,0.00003563566,0.00001968706,0.000003545782,0.0000532355,7.040958e-7,0.7422691,0.2572084],"study_design_scores_gemma":[0.0009318977,0.0002015749,0.0004574618,0.00008425413,0.00008970411,0.00005781665,0.000003124036,0.00005343186,0.00009766936,0.000004251407,0.9978957,0.0001231809],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003358349,0.0003587216,3.988553e-7,0.0003923191,0.000002343048,0.0002996085,0.00001361982,0.0001562299,0.9954184],"genre_scores_gemma":[0.003186475,3.683012e-7,0.00005756048,0.0002182753,0.0003266617,0.00002570696,0.00002703388,0.00002455575,0.9961334],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2570852,"threshold_uncertainty_score":0.4183031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006558972188423245,"score_gpt":0.1970086755755082,"score_spread":0.190449703387085,"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."}}