{"id":"W2905826048","doi":"10.1097/gox.0000000000002027","title":"Direct-to-implant Breast Reconstruction with Autoderm","year":2018,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"","keywords":"Breast reconstruction; Medicine; Implant; Mastectomy; Patient satisfaction; Mammaplasty; Surgery; Statistical significance; Breast reduction; Retrospective cohort study; Breast cancer; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004030017,0.0005205022,0.001101523,0.0003331649,0.0003919125,0.0002238777,0.0002848548,0.0002343728,0.0008558555],"category_scores_gemma":[0.0001569934,0.0004065593,0.00017761,0.001100089,0.0007940147,0.000651145,0.0002065821,0.0002616252,0.0006129483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004514038,"about_ca_system_score_gemma":0.0009393815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004783295,"about_ca_topic_score_gemma":0.0004621518,"domain_scores_codex":[0.996931,0.0001309097,0.0006917533,0.0009953129,0.0004361091,0.000814896],"domain_scores_gemma":[0.9973333,0.0005056121,0.0003391239,0.0004818726,0.0006081827,0.0007318801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"case_report","study_design_scores_codex":[0.005091942,0.0001193264,0.3029767,0.00004755855,0.0006158954,0.0001676106,0.00005981307,0.000003077674,0.0001549573,0.0005176183,0.003358319,0.6868872],"study_design_scores_gemma":[0.001982372,0.0006101918,0.3177691,0.001318118,0.0004504382,0.6724862,0.0004476018,0.0001422368,0.00150892,0.0004582128,0.001961808,0.0008647672],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9491379,0.00002853306,0.001181817,0.000364235,0.005467085,0.001155892,0.0007527508,0.0002420168,0.04166972],"genre_scores_gemma":[0.9904937,0.000008421909,0.007900123,0.0002177173,0.0009336796,0.00007980435,0.00008765099,0.0000484242,0.0002304485],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6860224,"threshold_uncertainty_score":0.9998387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01868548885240898,"score_gpt":0.2624555336321596,"score_spread":0.2437700447797506,"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."}}