{"id":"W4320484465","doi":"10.1097/prs.0000000000010284","title":"Are We Overoperating on Isolated Orbital Floor Fractures?","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Facial Trauma and Fracture Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Enophthalmos; Medicine; Orbital Fracture; Surgery; Nuclear medicine; Diplopia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075949,0.0004937492,0.0004197161,0.000871484,0.001171003,0.001128371,0.0008597645,0.00253033,0.003898845],"category_scores_gemma":[0.01853875,0.000349692,0.0005422056,0.0009745232,0.001515917,0.002138266,0.0004983399,0.001856969,0.0006898866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005829467,"about_ca_system_score_gemma":0.001173947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454784,"about_ca_topic_score_gemma":0.003228546,"domain_scores_codex":[0.9992802,0.0001180501,0.00009533323,0.00009775235,0.0001582299,0.0002505885],"domain_scores_gemma":[0.991977,0.002603328,0.00335636,0.0002505996,0.0005921175,0.001220539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002343613,0.00010748,0.9131566,0.0001115277,0.00004279205,0.04418854,0.0005480402,0.0001896662,0.0003307877,0.0002172364,0.002178707,0.03869428],"study_design_scores_gemma":[0.00004933692,0.0005473634,0.5285861,0.001278484,0.000212417,0.4444315,0.01149154,0.001582044,0.0008779339,0.003382167,0.007459578,0.0001013153],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783651,0.006266518,0.0006919347,0.008735737,0.00053821,0.00002853309,0.00008931873,0.00004034055,0.005244262],"genre_scores_gemma":[0.9939167,0.003162582,0.0002973042,0.001435078,0.0007899773,0.000008791376,0.0000593249,0.000009542749,0.000320738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003898845,"threshold_uncertainty_score":0.01304299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03851032678146134,"score_gpt":0.2776516324254943,"score_spread":0.239141305644033,"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."}}