{"id":"W4312066532","doi":"10.1097/gox.0000000000004639","title":"Ultrasound as an Educational Tool in Facial Aesthetic Injections","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum","funders":"","keywords":"Ultrasound; Visualization; Injector; Medicine; SAFER; Biomedical engineering; Medical physics; Computer science; Radiology; Artificial intelligence; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006412736,0.0001983721,0.0004626646,0.0003238746,0.000333031,0.0001000073,0.0002199189,0.00007260756,0.005632882],"category_scores_gemma":[0.001783025,0.0002170339,0.0001364361,0.0009209481,0.0001665933,0.0004061831,0.0001579652,0.0003184097,0.00007479722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008634665,"about_ca_system_score_gemma":0.001968907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009448645,"about_ca_topic_score_gemma":0.0002250386,"domain_scores_codex":[0.9979865,0.0002804567,0.0005144383,0.0004627156,0.0004294309,0.0003264887],"domain_scores_gemma":[0.998434,0.0008869669,0.0001464372,0.000237304,0.000143457,0.0001518249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009832557,0.0009354933,0.8907084,0.000008855497,0.00005440968,0.00009040635,0.0002100896,0.00005415029,0.0001564216,0.03561382,0.01077656,0.06040808],"study_design_scores_gemma":[0.001682807,0.0006319706,0.7905856,0.0001452059,0.00007306726,0.014123,0.003127409,0.0001742313,0.0002334868,0.09466694,0.09354047,0.001015841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755282,0.00002184176,0.00006391817,0.001229982,0.001516502,0.0006782026,0.0002866182,0.00007447969,0.02060022],"genre_scores_gemma":[0.9973092,0.00001079901,0.0006776592,0.0009719033,0.00003825696,0.0003822612,0.0002393946,0.00001660015,0.0003539172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1001229,"threshold_uncertainty_score":0.9952761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02399084252838255,"score_gpt":0.3163611749094801,"score_spread":0.2923703323810975,"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."}}