{"id":"W4324020931","doi":"10.1097/prs.0000000000010410","title":"Novel Treatment Protocol for Combined Tear Trough Ligament Stretching and Injection","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Surgery; Complication; Patient satisfaction; Retrospective cohort study","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":[],"consensus_categories":[],"category_scores_codex":[0.0001819103,0.0002050962,0.0004489991,0.0002268503,0.0001228661,0.00002949401,0.00002019339,0.000083577,0.00002602304],"category_scores_gemma":[0.00037721,0.0001702909,0.0001667446,0.0002051949,0.00006202747,0.0001057085,0.00001897741,0.00009640196,0.00001976274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001588654,"about_ca_system_score_gemma":0.0001894081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005546895,"about_ca_topic_score_gemma":0.00001613187,"domain_scores_codex":[0.9988757,0.00002677586,0.0003103444,0.0003392437,0.0001453689,0.0003025474],"domain_scores_gemma":[0.998055,0.001483171,0.0001174524,0.0001442763,0.00007972813,0.0001203531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00413193,0.0007162187,0.7090895,0.000788413,0.001190909,0.0000753161,0.001088476,0.00007265741,0.01918094,0.0004672807,0.0003914017,0.2628069],"study_design_scores_gemma":[0.03776862,0.009784035,0.8435586,0.004357963,0.001222742,0.0007135762,0.008333712,0.01658624,0.06012361,0.002135301,0.0134846,0.00193098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644633,0.000006674227,0.0006774362,0.00012694,0.0004145058,0.03396887,0.00003903184,0.0001478058,0.0001554559],"genre_scores_gemma":[0.8705422,0.00001881478,0.002024637,0.00006602202,0.0003026756,0.1264573,0.00005616267,0.00006882176,0.0004633801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608759,"threshold_uncertainty_score":0.6944262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0411168735359974,"score_gpt":0.2981552769453576,"score_spread":0.2570384034093602,"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."}}