{"id":"W2466500186","doi":"10.2196/resprot.5494","title":"Protocol for Autologous Fat Grafting for Immediate Reconstruction of Lumpectomy Defects Following Surgery for Breast Cancer","year":2016,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mesenchymal stem cell research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lumpectomy; Medicine; Breast cancer; Protocol (science); Mastectomy; Breast reconstruction; Surgery; Cancer; General surgery; Internal medicine; Pathology; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009631746,0.001391867,0.001334626,0.001305175,0.00318365,0.001186903,0.003014891,0.003655221,0.06750937],"category_scores_gemma":[0.007739136,0.0006757794,0.00193401,0.0008428436,0.0009374369,0.001113491,0.002334927,0.003734201,0.01956013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002609951,"about_ca_system_score_gemma":0.01159283,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009643151,"about_ca_topic_score_gemma":0.004023565,"domain_scores_codex":[0.9960867,0.001637306,0.0009814197,0.0003023027,0.0005296892,0.0004625838],"domain_scores_gemma":[0.9928237,0.0008286539,0.0009326247,0.0008481245,0.003054583,0.001512242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.07024484,0.05243435,0.0130502,0.03413509,0.0005998799,0.007086175,0.003589476,0.0029542,0.04796548,0.01038072,0.2497884,0.5077711],"study_design_scores_gemma":[0.02828017,0.05944725,0.04033818,0.007530352,0.0003712192,0.003563525,0.001458868,0.0008522416,0.01217419,0.00356511,0.8421792,0.0002397717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01546971,0.0008049387,0.004989406,0.002921787,0.001613232,0.9496748,0.002918735,0.0001769932,0.02143032],"genre_scores_gemma":[0.01215068,0.001542427,0.02730815,0.002955763,0.000734755,0.9369361,0.00285053,0.00004177365,0.01547979],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06750937,"threshold_uncertainty_score":0.2258413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2609191150346542,"score_gpt":0.5436494501664534,"score_spread":0.2827303351317992,"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."}}