{"id":"W3215121925","doi":"10.2174/1874364102115010217","title":"Knowledge, Attitudes, and Practices of Optometrists Regarding Low Vision Services in Saudi Arabia","year":2021,"lang":"en","type":"article","venue":"The Open Ophthalmology Journal","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Low vision; Medicine; Optometry; Quarter (Canadian coin)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002167728,0.0001766018,0.0006261009,0.0002090914,0.0003198382,0.00008215965,0.0003597805,0.0001549115,0.0003848622],"category_scores_gemma":[0.000545417,0.0001173721,0.00007293391,0.0005077231,0.0002771934,0.000391264,0.0007690567,0.0006724505,0.00001524313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004892904,"about_ca_system_score_gemma":0.0001816297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006231888,"about_ca_topic_score_gemma":0.00001083903,"domain_scores_codex":[0.9981675,0.0005762054,0.0004961608,0.0002821699,0.0001700869,0.0003078623],"domain_scores_gemma":[0.9980566,0.0006421371,0.0006319965,0.0002809559,0.0002817838,0.0001065508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008496943,0.001424361,0.9901041,0.0004069238,0.000330708,0.00249352,0.0008766711,0.000004022453,0.0024392,0.00009953279,0.0002931258,0.0006781807],"study_design_scores_gemma":[0.002289134,0.001536453,0.906886,0.0009360114,0.0001182499,0.08535226,0.001187555,0.00002889712,0.0008918734,0.0004390892,0.000225633,0.0001088778],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973788,0.008713763,0.000001451348,0.002178559,0.0003048614,0.0002687198,0.000001893947,0.00000450507,0.01473823],"genre_scores_gemma":[0.9964405,0.001042052,0.0005445854,0.0001143324,0.0001189059,0.000008493193,0.000004036738,0.00001493359,0.001712197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0832181,"threshold_uncertainty_score":0.4786294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05961848471573562,"score_gpt":0.4605252734592853,"score_spread":0.4009067887435497,"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."}}