{"id":"W4388211759","doi":"10.21203/rs.3.rs-3491242/v1","title":"Off the Shelf’ Toric Intraocular Lenses to allow better access in Public Healthcare: A Randomised Control Study","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Dioptre; Astigmatism; Medicine; Ophthalmology; Visual acuity; Intraocular lens; Optometry; Optics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005685268,0.001845701,0.00385494,0.0007695294,0.000757755,0.00207455,0.001335439,0.00408466,0.01554258],"category_scores_gemma":[0.01335619,0.001356127,0.004593377,0.001224349,0.002682266,0.002520529,0.001104574,0.003078253,0.001351622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00194907,"about_ca_system_score_gemma":0.002301066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003448818,"about_ca_topic_score_gemma":0.003218882,"domain_scores_codex":[0.9895539,0.006827514,0.001077747,0.001104458,0.0005266867,0.0009096499],"domain_scores_gemma":[0.9916679,0.004523529,0.001772453,0.0009346206,0.0003821446,0.0007193949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9806362,0.00782316,0.0006322893,0.001206778,0.001276259,0.00003086309,0.0001096715,0.00006595864,0.0004050155,0.0001419458,0.0003265366,0.007345388],"study_design_scores_gemma":[0.9336159,0.06034264,0.003119004,0.0001103545,0.00161044,0.0000196557,0.00009279206,0.000116437,0.0001708961,0.0002118759,0.0005623321,0.00002763005],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772965,0.007012424,0.001357707,0.0008409461,0.001540657,0.00850547,0.0009786147,0.00007410401,0.002393537],"genre_scores_gemma":[0.9859546,0.002106263,0.001922005,0.0007187621,0.0006949706,0.005847564,0.0003763802,0.00001902676,0.00236048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01554258,"threshold_uncertainty_score":0.05199516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2392211224796411,"score_gpt":0.5142030172435308,"score_spread":0.2749818947638897,"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."}}