{"id":"W4242052378","doi":"10.1503/cmaj.140579","title":"Eyelid ptosis","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Facial Rejuvenation and Surgery Techniques","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Eyelid; Ptosis; Eyelid Diseases; Medicine; Margin (machine learning); Ophthalmology; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001939096,0.00006868589,0.0001741345,0.000222629,0.00009314399,0.00004584601,0.00007572934,0.0002909357,0.003403871],"category_scores_gemma":[0.004133718,0.00006018766,0.0000882934,0.0002114437,0.00001934095,0.00007968718,0.000005960093,0.0005801973,0.0003386617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001300692,"about_ca_system_score_gemma":0.005232045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001179036,"about_ca_topic_score_gemma":0.003798093,"domain_scores_codex":[0.9978663,0.0000817538,0.0002807123,0.0000795123,0.001404037,0.000287675],"domain_scores_gemma":[0.9958932,0.00005012712,0.00008963898,0.00006477882,0.000701033,0.003201208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007804606,0.00001766764,0.06721044,0.000001249791,0.00003323516,0.000347712,0.000119801,1.849131e-7,0.000009224806,0.0005255957,0.8680428,0.0636843],"study_design_scores_gemma":[0.0005286687,0.00004945978,0.007064479,0.00003313487,0.000009458915,0.0004017212,0.0001484804,0.00008077239,0.00006786946,0.0002391416,0.9913126,0.00006416056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1459825,0.000354942,0.001333429,0.6287357,0.002439054,0.0002324584,0.00001692349,0.0001737894,0.2207312],"genre_scores_gemma":[0.8464822,0.0001872997,0.0009682911,0.1442419,0.00136769,0.000008613305,0.00001933992,0.00002597237,0.006698752],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7004996,"threshold_uncertainty_score":0.9975072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01912434541894372,"score_gpt":0.2798720514687476,"score_spread":0.2607477060498039,"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."}}