{"id":"W2731148010","doi":"10.1097/gox.0000000000001408","title":"A Limited Submuscular Direct-to-Implant Technique Utilizing AlloMax","year":2017,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Breast Implant and Reconstruction","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Implant; Computer science; Medicine; Surgery","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":[0.0006966766,0.0004566644,0.001161348,0.0002549417,0.0007189146,0.000456731,0.0006165262,0.0002868963,0.0002400773],"category_scores_gemma":[0.001179221,0.0003989789,0.0003203539,0.0003040206,0.0003962997,0.0006178573,0.000568659,0.0003216885,0.0001996186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003233057,"about_ca_system_score_gemma":0.0005367332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00103758,"about_ca_topic_score_gemma":0.0002385177,"domain_scores_codex":[0.9972498,0.0001286173,0.000651449,0.0008461159,0.0003759999,0.000747978],"domain_scores_gemma":[0.997116,0.0005865223,0.0004699495,0.0009244353,0.0002778334,0.0006253107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002241484,0.0001785887,0.5614086,0.0001272864,0.0007427052,0.0009516431,0.00004594586,0.000002761022,0.001852607,0.001297717,0.004576009,0.4265746],"study_design_scores_gemma":[0.002267929,0.0002833744,0.7564183,0.00248868,0.0005647244,0.2205123,0.0004221736,0.0001422421,0.007357316,0.001444959,0.006784861,0.0013131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442417,0.00005691555,0.001046165,0.0003901708,0.004164584,0.001997621,0.0005139902,0.0001921437,0.04739672],"genre_scores_gemma":[0.9932108,0.00002180732,0.005889046,0.0001245428,0.0002876985,0.0002076242,0.00007621303,0.00003942335,0.0001428746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4252615,"threshold_uncertainty_score":0.9998462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0384143172569513,"score_gpt":0.3002107921731433,"score_spread":0.261796474916192,"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."}}