{"id":"W4388016829","doi":"10.14434/hindsight.v54i1.36693","title":"Development of Optometry in Taiwan","year":2023,"lang":"en","type":"article","venue":"Hindsight","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Optometry; Eye care; Legislature; Medicine; Political science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0001765163,0.00005842038,0.0001720436,0.0002489333,0.00003214791,9.741626e-7,0.00003315974,0.00004713851,0.0001330554],"category_scores_gemma":[0.00003720623,0.00004671038,0.00002305706,0.0004752893,0.00003517307,0.00002141747,0.00004859609,0.00007238646,0.0001840399],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002292956,"about_ca_system_score_gemma":0.00004098878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.775236e-7,"about_ca_topic_score_gemma":7.353505e-7,"domain_scores_codex":[0.9994693,0.00001059357,0.0001744552,0.00009757492,0.0001059221,0.0001421297],"domain_scores_gemma":[0.9998278,0.00001868703,0.00002511578,0.00007953633,0.00001819839,0.00003065675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006239775,0.0002375843,0.9896717,0.0001106359,0.00004348243,0.00007013242,0.003341658,4.813214e-7,0.003781461,0.00005063112,0.001400307,0.001229514],"study_design_scores_gemma":[0.0006463654,0.0001310118,0.990042,0.00007398546,0.000007459658,0.000009251464,0.0006185856,0.0000118863,0.006198314,0.00001770549,0.002195941,0.00004745901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942466,0.0000670513,0.000004608806,0.0003889316,0.00009318606,0.00009609642,6.906605e-7,0.00003509681,0.00506775],"genre_scores_gemma":[0.9968095,0.000006629298,0.0008130517,0.00005418698,0.00001910016,0.00001216379,0.000009674313,0.000005710351,0.002270003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002797747,"threshold_uncertainty_score":0.2365522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05163804166692886,"score_gpt":0.4101767765128659,"score_spread":0.358538734845937,"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."}}