{"id":"W3042818945","doi":"10.1097/opx.0000000000001535","title":"Validation of a More Reliable Method of Eye Drop Self‐Administration","year":2020,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Eye drop; Medicine; Crossover study; Timolol; Intraocular pressure; Ophthalmology; Significant difference; Eye irritation; Anesthesia; Irritation; Internal medicine; Placebo","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":[0.0005486298,0.00005264856,0.0001585276,0.0001110052,0.00005044357,0.00001451725,0.00007230976,0.00003434455,0.00003287641],"category_scores_gemma":[0.0001526651,0.00004221689,0.0000301942,0.001186723,0.00009428489,0.0002330535,0.00003955229,0.00005700771,0.000004074627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007683042,"about_ca_system_score_gemma":0.0001021696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002747654,"about_ca_topic_score_gemma":1.204182e-8,"domain_scores_codex":[0.9991287,0.00001621847,0.0001821558,0.0001939006,0.0003937712,0.00008522611],"domain_scores_gemma":[0.9994572,0.00003263288,0.00009695491,0.0001384728,0.0001693237,0.0001054015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001446305,0.0001054514,0.1215327,0.0002416623,0.000009560459,0.0000053431,0.0008020793,0.00001112754,0.8708097,0.0002934667,0.0000133935,0.006030851],"study_design_scores_gemma":[0.000534144,0.0009168921,0.04831838,0.00008572937,0.0000368096,0.000004949728,0.0004180528,0.008139278,0.9407278,0.00001329506,0.0007473908,0.00005731191],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915339,0.000077197,0.006256357,0.001001533,0.00002847329,0.0001044048,0.000002333259,0.00001331935,0.000982465],"genre_scores_gemma":[0.9768098,0.00004187599,0.02296354,0.000107711,0.00001495756,7.112923e-7,0.000002107607,0.000002789927,0.00005651443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07321434,"threshold_uncertainty_score":0.1721555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197909959513581,"score_gpt":0.4353324483244371,"score_spread":0.415541452373079,"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."}}