{"id":"W2765305829","doi":"10.1016/j.jcjo.2017.08.011","title":"Surgical loupe usage among oculoplastic surgeons in North America","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Occupational health in dentistry","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Eye Institute","keywords":"Medicine; Respondent; Magnification; MEDLINE; Optometry; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002244365,0.0001890257,0.0002026623,0.001939954,0.001003306,0.0008156597,0.0002947792,0.000565277,0.003035205],"category_scores_gemma":[0.0007212867,0.0002263979,0.0004098766,0.002337626,0.0003893488,0.0006842623,0.0004814636,0.0004225538,0.0003553166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008728919,"about_ca_system_score_gemma":0.001309516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09830204,"about_ca_topic_score_gemma":0.2323938,"domain_scores_codex":[0.99966,0.00005279716,0.00005546218,0.00005689842,0.00007959038,0.00009527874],"domain_scores_gemma":[0.9988428,0.0001466628,0.0004948269,0.00002401419,0.0001785639,0.0003129432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003102229,0.00005806054,0.9953648,0.00002916812,0.0000244664,0.0002407038,0.0008563857,0.00001018772,0.0004080535,0.00003112915,0.0003044787,0.0026415],"study_design_scores_gemma":[0.000001291626,0.00002570851,0.9942659,0.00002378531,0.00001146894,0.0003177608,0.004693026,0.00002253312,0.00003533552,0.00000892732,0.0005902104,0.000004005404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967571,0.0006547351,0.0000240366,0.0002050212,0.00001275495,0.000007615913,0.0004501815,0.000003503525,0.001885114],"genre_scores_gemma":[0.997655,0.001120118,0.0000579056,0.000191956,0.0000202718,0.000009933829,0.0002373805,0.000003283589,0.0007041326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09830204,"threshold_uncertainty_score":0.1954597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05963793909409659,"score_gpt":0.4048340019172975,"score_spread":0.3451960628232009,"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."}}