{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002174394,0.0002859622,0.000567351,0.0004795805,0.0001715515,0.0000494501,0.0000594538,0.0001410037,0.0009039861],"category_scores_gemma":[0.002019182,0.0002327699,0.0002063957,0.0005814781,0.0001190591,0.0001097841,0.00004653604,0.0004288084,0.001054609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009282441,"about_ca_system_score_gemma":0.00007012591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001682977,"about_ca_topic_score_gemma":0.000007083049,"domain_scores_codex":[0.9982638,0.000060992,0.0004120628,0.0004616749,0.0003476039,0.0004538767],"domain_scores_gemma":[0.9975899,0.001669868,0.0002225635,0.0002416374,0.00009706244,0.0001788942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004071842,0.0006047201,0.3767043,0.0009400985,0.001977861,0.008787463,0.001267054,0.001551575,0.003724538,0.0005769396,0.05922151,0.5405721],"study_design_scores_gemma":[0.001527856,0.0003186456,0.9729204,0.001822082,0.0002429592,0.0003371117,0.002341739,0.005025257,0.002127717,0.0004134905,0.01212184,0.0008009154],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911242,0.00007285266,0.0004616677,0.000733264,0.0029661,0.000277056,0.00004537761,0.00034992,0.003969547],"genre_scores_gemma":[0.9983371,0.00004143105,0.0001106471,0.0004624817,0.0004330504,0.00002603052,0.00005618733,0.00004402005,0.0004890331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5962161,"threshold_uncertainty_score":0.9997232,"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."}}