{"id":"W2062660341","doi":"10.1177/1090820x13495868","title":"Breast Reduction Scars","year":2013,"lang":"en","type":"article","venue":"Aesthetic Surgery Journal","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Medicine; Mammaplasty; Scars; Breast reduction; Reduction (mathematics); Reduction Mammoplasty; Surgery; Cosmetic Techniques; Dermatology; Breast cancer; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"case_report","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002609378,0.0001024805,0.0002130097,0.0002047579,0.0001331256,0.00005787471,0.00003164413,0.00007826242,0.0006975801],"category_scores_gemma":[4.521776e-7,0.00007575373,0.0001826494,0.0001374977,0.0000808431,0.0002091203,0.000006651912,0.000272459,0.0004240598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004911959,"about_ca_system_score_gemma":0.0001289076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002833308,"about_ca_topic_score_gemma":2.155243e-7,"domain_scores_codex":[0.999105,0.00004998189,0.0002908447,0.0001074872,0.0002070148,0.0002397189],"domain_scores_gemma":[0.9993448,0.00002121849,0.0001258829,0.0001142875,0.0001571367,0.0002366214],"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":[0.00003523967,0.00004041304,0.003505802,0.000003608084,0.00001727731,0.00003734596,0.00003343854,7.99152e-7,0.00005508505,0.00001271225,0.01515018,0.9811081],"study_design_scores_gemma":[0.0002710518,0.00001379359,0.003987977,0.0001185115,0.00003133036,0.994432,0.0001745549,0.00002259547,0.0002459851,0.0005449888,0.00007133232,0.00008591184],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951355,0.0001164846,0.00004106559,0.002069281,0.001697698,0.00009249767,7.89479e-7,0.00004192083,0.0008047184],"genre_scores_gemma":[0.9986739,0.00006570382,0.0002490064,0.000006874646,0.0003758885,0.000004543229,0.000005036157,0.00001622279,0.0006028409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9943946,"threshold_uncertainty_score":0.7638013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466273755011431,"score_gpt":0.2253026052837007,"score_spread":0.2106398677335864,"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."}}