{"id":"W7005775972","doi":"","title":"Risk factors for lymphedema related to breast cancer treatment in women","year":2023,"lang":"en","type":"dissertation","venue":"HAL AMU","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Breast cancer; Cancer; Lymphedema; Mastectomy; Breast disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001857152,0.0001849667,0.0006616584,0.001620229,0.0002985849,0.0008551185,0.0004022096,0.0005519349,0.007575545],"category_scores_gemma":[0.01642337,0.000159738,0.001242888,0.002476838,0.0002645403,0.0007170588,0.0005308502,0.0007212685,0.000393165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006561961,"about_ca_system_score_gemma":0.001644518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004336581,"about_ca_topic_score_gemma":0.004522191,"domain_scores_codex":[0.9979086,0.0007199873,0.0003620462,0.0002221109,0.000637238,0.00015007],"domain_scores_gemma":[0.9904197,0.005178057,0.003381878,0.0001391806,0.0005840926,0.0002971473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001112235,0.0001817068,0.7981711,0.02992037,0.002824832,0.0004813959,0.001478187,0.0001610358,0.0003596223,0.0009115094,0.01273313,0.151665],"study_design_scores_gemma":[0.0001046414,0.0002966013,0.9500312,0.01866244,0.002199526,0.002017023,0.001187519,0.0001619334,0.0001753752,0.0008578293,0.02426269,0.00004322045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2804039,0.6847402,0.0007821652,0.01081997,0.001074551,0.0003705194,0.006788175,0.00004127623,0.01497935],"genre_scores_gemma":[0.8354895,0.1555525,0.001109394,0.002457953,0.0007849436,0.0005054147,0.002383873,0.00001534009,0.001701133],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007575545,"threshold_uncertainty_score":0.0253427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688022419025714,"score_gpt":0.3142736607870248,"score_spread":0.2973934365967677,"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."}}