{"id":"W2766892801","doi":"10.1016/j.det.2017.09.007","title":"Noninvasive Body Contouring","year":2017,"lang":"en","type":"review","venue":"Dermatologic Clinics","topic":"Body Contouring and Surgery","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Contouring; Medicine; Body contouring; Modality (human–computer interaction); Medical physics; Pathology; Artificial intelligence","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000627709,0.0005973131,0.004811478,0.0002104505,0.000281613,0.0001014345,0.0004640534,0.001114768,0.00007614768],"category_scores_gemma":[0.002139467,0.0004395969,0.001686582,0.00008179692,0.0001929577,0.00006364599,0.0002079987,0.001262315,0.000790343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008541199,"about_ca_system_score_gemma":0.0009974879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008287814,"about_ca_topic_score_gemma":0.000002545228,"domain_scores_codex":[0.9969638,0.0001807914,0.001350509,0.0006557673,0.000285498,0.0005636369],"domain_scores_gemma":[0.9954405,0.001279071,0.00124084,0.001611614,0.0001368522,0.0002910525],"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":[0.000009784967,0.0001049337,0.0004013374,0.01639886,0.000489791,0.007968549,0.00001673667,2.343601e-8,1.347165e-8,0.0001460606,0.02160831,0.9528556],"study_design_scores_gemma":[0.0004404625,0.00004333856,0.0000175332,0.02052171,0.001734272,0.00357586,0.000009077194,0.00000890945,4.038865e-7,0.00004575788,0.9731868,0.00041587],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001903992,0.9776996,0.00001274613,0.0001926684,0.001519532,0.0007378082,0.00002654119,0.0002304343,0.01956156],"genre_scores_gemma":[0.00006669635,0.9931656,0.000212332,0.0004957271,0.001193369,0.00008835336,0.0001702491,0.00008073344,0.004526949],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9524397,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2558506466804136,"score_gpt":0.4604864046075975,"score_spread":0.204635757927184,"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."}}