{"id":"W4360600822","doi":"10.1097/opx.0000000000002015","title":"Ordering Eyeglasses Using 3D Head Scan Technology versus Established Online and Storefront Clinic Methods","year":2023,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association for Canadian Studies; Université de Montréal","funders":"","keywords":"Vendor; Optometry; Topology (electrical circuits); Medicine; Computer science; Mathematics; Combinatorics; Business; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001607137,0.0001425498,0.0003298173,0.001066672,0.0005917978,0.00004868887,0.0001210474,0.0001120148,0.00003602163],"category_scores_gemma":[0.001480585,0.000111725,0.00002384614,0.00348019,0.001280581,0.0003282078,0.0004897785,0.0002211376,0.000008503308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004289454,"about_ca_system_score_gemma":0.00008465043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001163308,"about_ca_topic_score_gemma":0.000001052587,"domain_scores_codex":[0.9985963,0.00005074709,0.0002278306,0.0005012899,0.0002408817,0.0003829305],"domain_scores_gemma":[0.9990487,0.0003814974,0.00007399685,0.0002260263,0.0001176786,0.0001521194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006707556,0.0003727491,0.7777462,0.0002149543,0.00006291438,0.00006082012,0.0003575924,0.000005920227,0.07425136,0.00004897666,0.00009617334,0.1461116],"study_design_scores_gemma":[0.002591778,0.003697077,0.9753976,0.0002911838,0.00008399143,0.0001658106,0.002949482,0.01086568,0.002334957,0.00007550759,0.001300376,0.0002465504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968934,0.0007246114,0.0006431722,0.0006490545,0.0005912769,0.0001470442,0.000003608534,0.000113589,0.0002342526],"genre_scores_gemma":[0.956891,0.0004065366,0.04234697,0.00006698431,0.00004623692,0.000003309417,0.000002433635,0.00000850906,0.0002280127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1976514,"threshold_uncertainty_score":0.4718354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1134732250689525,"score_gpt":0.5982463066258424,"score_spread":0.4847730815568899,"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."}}