{"id":"W4312055507","doi":"10.1016/j.ophtha.2022.10.033","title":"Vision Rehabilitation Preferred Practice Pattern®","year":2022,"lang":"en","type":"article","venue":"Ophthalmology","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Optometry; Rehabilitation; MEDLINE; Physical medicine and rehabilitation; Physical therapy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005973859,0.0001395884,0.0002845014,0.0001336945,0.0003876687,0.000005134592,0.00009294377,0.00007800099,0.003044296],"category_scores_gemma":[0.0006877232,0.0001336921,0.00009346925,0.000210456,0.0001346966,0.0001224409,0.0002654923,0.0003696037,0.0001292216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001245219,"about_ca_system_score_gemma":0.00005413971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005028831,"about_ca_topic_score_gemma":1.315102e-7,"domain_scores_codex":[0.9983571,0.0004898799,0.0002644498,0.0003614604,0.0002474293,0.0002796872],"domain_scores_gemma":[0.998722,0.0006811409,0.0001224051,0.000303192,0.00009802912,0.00007323325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003975715,0.008530555,0.9496054,0.0001995238,0.0003933473,0.003046066,0.002732412,0.00005823188,0.002439433,0.0007118477,0.02306854,0.005238956],"study_design_scores_gemma":[0.002113482,0.0368568,0.9027926,0.00001775304,0.0001616587,0.03301819,0.002635094,0.0001109307,0.0000471059,0.0007198442,0.02132037,0.0002061492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9665133,0.000224662,0.00002055843,0.01225861,0.0006290186,0.0004833686,0.000009861108,0.00006095272,0.01979972],"genre_scores_gemma":[0.9949729,0.000004792195,0.0007651053,0.0009906043,0.00008089963,0.0002307081,0.00006010414,0.00002091618,0.002873984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04681276,"threshold_uncertainty_score":0.997867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302067197708879,"score_gpt":0.3978589075893919,"score_spread":0.3648382356123031,"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."}}