{"id":"W2894888791","doi":"10.1097/opx.0000000000001288","title":"Shelf Life and Efficacy of Diagnostic Eye Drops","year":2018,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Infections and Treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Tropicamide; Medicine; Cyclopentolate; Eye drop; Anesthesia; Topical anesthetic; Ophthalmology; Anesthetic","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":[0.0002551433,0.00005461088,0.0001101082,0.0002160169,0.0001868758,0.00002838408,0.00003834341,0.00002420494,0.00006067765],"category_scores_gemma":[0.001248409,0.0000378136,0.00001636829,0.0008324492,0.0007365534,0.0001292099,0.00006701035,0.0000368009,0.00001943776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008008037,"about_ca_system_score_gemma":0.00003505398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006503924,"about_ca_topic_score_gemma":1.247853e-7,"domain_scores_codex":[0.9993844,0.000008606616,0.00009744527,0.0001988429,0.0002023861,0.0001083111],"domain_scores_gemma":[0.9993725,0.0001747696,0.00003166379,0.0001529224,0.00009883253,0.0001693382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003298693,0.0002471449,0.9528174,0.00002934398,0.00001216392,0.000005064196,0.0001073139,1.586098e-7,0.009744014,0.0001734482,0.00003020195,0.03680074],"study_design_scores_gemma":[0.0009195167,0.0007583409,0.9896024,0.00007821573,0.00002452344,0.00001758338,0.0000301381,0.0001877554,0.007722602,0.0000188026,0.0005978353,0.00004229515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972306,0.0002560511,0.0002362714,0.000114842,0.00009936414,0.00009268746,0.000001549484,0.0000103962,0.001958175],"genre_scores_gemma":[0.9989108,0.0001206122,0.0007503942,0.00007287904,0.00003755463,0.000001137143,4.936414e-7,0.000002666435,0.0001034241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03678497,"threshold_uncertainty_score":0.2713862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0121817895102628,"score_gpt":0.4185336092783573,"score_spread":0.4063518197680945,"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."}}