{"id":"W2578366864","doi":"10.1016/j.jcjo.2016.09.011","title":"Mechanical exposure of ophthalmic surgeons: a quantitative ergonomic evaluation of indirect ophthalmoscopy and slit-lamp biomicroscopy","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Ophthalmology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Operating microscope; Slit lamp; Ophthalmoscopy; Cryotherapy; Ophthalmology; Surgery; Orthodontics","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":[0.000723828,0.0003863705,0.0002556284,0.0009184294,0.0004223464,0.0005368548,0.0002057871,0.0004864172,0.001687025],"category_scores_gemma":[0.003129614,0.0001792468,0.0003336405,0.0003850104,0.0003159654,0.0002501865,0.0006913461,0.000202312,0.0001836378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002978048,"about_ca_system_score_gemma":0.0004695748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002249982,"about_ca_topic_score_gemma":0.003733135,"domain_scores_codex":[0.9990699,0.0002903412,0.00008641545,0.00009099617,0.0003678267,0.00009457612],"domain_scores_gemma":[0.9983234,0.0005165241,0.0004289055,0.00007433362,0.0004412528,0.0002155313],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006374267,0.001708798,0.7650421,0.0004799128,0.0002509342,0.001223958,0.00484184,0.001139328,0.1611723,0.0001487905,0.0003999266,0.05721797],"study_design_scores_gemma":[0.0000105832,0.001759203,0.9939751,0.00001660199,0.00003309698,0.0004527328,0.001150406,0.0002542625,0.002073114,0.00002464976,0.0002345922,0.00001559324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987615,0.0001228836,0.0003792426,0.00001821778,0.000004999844,0.00002323187,0.00005634403,0.00000413055,0.0006295064],"genre_scores_gemma":[0.9988243,0.0001071795,0.0004988166,0.00002883821,0.00001015579,0.00002159172,0.00005914677,0.000003844299,0.0004461966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002249982,"threshold_uncertainty_score":0.005643666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1158856157351104,"score_gpt":0.3868179300366723,"score_spread":0.2709323143015619,"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."}}