{"id":"W3134651890","doi":"10.15353/cjo.v83i1.1711","title":"Assessing the Skills of Alberta’s Refracting Opticians: Can Opticians Safely and Independently Refract and Prescribe Optical Appliances?","year":2021,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Optometry; Legislature; Scope (computer science); Medicine; Political science; Nursing; Computer science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003947327,0.0004798207,0.001537645,0.003363001,0.0007479369,0.0004872809,0.0006522131,0.0005958145,0.0004399529],"category_scores_gemma":[0.004302328,0.0003926491,0.0003335578,0.002426448,0.001027743,0.0009202032,0.00006366143,0.003280783,0.000005680186],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009674569,"about_ca_system_score_gemma":0.01697991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007839015,"about_ca_topic_score_gemma":0.005316938,"domain_scores_codex":[0.9944364,0.0004923792,0.002053596,0.0004343284,0.001076796,0.001506488],"domain_scores_gemma":[0.9882416,0.001808897,0.001556566,0.0004707283,0.0024181,0.005504097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001330936,0.0001040921,0.9829131,0.0004852785,0.000627237,0.008676532,0.001115855,0.00003349394,0.0004846024,0.00003415403,0.0006230674,0.004769436],"study_design_scores_gemma":[0.002218783,0.0009253116,0.9359249,0.002114609,0.000466639,0.04717414,0.007134972,0.00008595423,0.001822269,0.000008980695,0.001763101,0.0003603174],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769604,0.00929145,0.000154982,0.008892156,0.0009240051,0.0003115544,0.00004652631,0.000002754851,0.003416174],"genre_scores_gemma":[0.993349,0.0006918532,0.003777922,0.0008197711,0.000718665,0.000002544173,0.000006997881,0.0000807687,0.0005524764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04698823,"threshold_uncertainty_score":0.9998525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05433467384674977,"score_gpt":0.4601224063106066,"score_spread":0.4057877324638569,"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."}}