{"id":"W2294661396","doi":"","title":"Low Vision Service Provision by Optometrist: A Nationwide Survey","year":2014,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Low vision; Optometry; Service (business); Medicine; Business; Marketing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009983438,0.0002478128,0.0006395367,0.0007202772,0.0002715407,0.00001337459,0.0003012353,0.000742289,0.0005168848],"category_scores_gemma":[0.0001743462,0.0002629465,0.000123076,0.0008351834,0.00007343066,0.0001506883,0.00007074914,0.000632301,0.0003219867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001189695,"about_ca_system_score_gemma":0.0003235442,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06197165,"about_ca_topic_score_gemma":0.0238991,"domain_scores_codex":[0.9979094,0.0003199081,0.0002077557,0.0005059252,0.0006714801,0.0003855021],"domain_scores_gemma":[0.9977309,0.0002450883,0.0002904242,0.0003930446,0.001064677,0.0002758583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06316014,0.0104163,0.2790195,0.07925148,0.001739365,0.0009205707,0.1535125,0.00002230043,0.06151558,0.0001639408,0.2336681,0.1166101],"study_design_scores_gemma":[0.005680811,0.004908518,0.9474206,0.002526168,0.0002854379,0.0000322299,0.02312021,0.00120684,0.01054805,0.00003556525,0.003502908,0.0007326562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967692,0.0001504352,0.00001128391,0.001303686,0.0002436772,0.0007053815,0.00009904752,0.00004589636,0.0006714176],"genre_scores_gemma":[0.5410275,0.0001745324,0.0002196448,0.00007079573,0.00003676716,7.83584e-7,0.006460299,0.0000345151,0.4519752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6684011,"threshold_uncertainty_score":0.9999823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509721731858361,"score_gpt":0.3729968065825272,"score_spread":0.3378995892639436,"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."}}