{"id":"W761341287","doi":"","title":"Comparison of Emergency Physician Ophthalmic Examination Findings to Ophthalmologists - Addressing Needs in Teaching","year":2012,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Emergency physician; Optometry; Medicine; Medical emergency; Ophthalmology; Medical education; Emergency department; Nursing","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005461616,0.0004117806,0.0009693402,0.001858069,0.000576921,0.00002116671,0.0006355137,0.0003440774,0.0002521033],"category_scores_gemma":[0.003032494,0.0003892523,0.0001135391,0.003848125,0.002391744,0.0008755372,0.0004547448,0.001220262,0.0001231587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005004815,"about_ca_system_score_gemma":0.0005610328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002401602,"about_ca_topic_score_gemma":0.000001009312,"domain_scores_codex":[0.9945374,0.0008964319,0.001092761,0.0007445745,0.001014161,0.001714651],"domain_scores_gemma":[0.9973462,0.0004493034,0.0003471922,0.0004412013,0.000398596,0.001017491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001004816,0.001002993,0.5957991,0.0001335909,0.00001135128,0.00007709002,0.005621579,0.00001085816,0.3960494,0.0003043113,0.0000216721,0.0008676072],"study_design_scores_gemma":[0.0004386896,0.002415255,0.79976,0.0002997514,0.00001977423,0.0006233191,0.002267003,0.0003627596,0.1931385,0.0003896399,0.00001069386,0.0002746134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878756,0.0002905769,0.000006467496,0.0003891145,0.0007643616,0.0009866969,0.000006767717,0.00003895483,0.009641443],"genre_scores_gemma":[0.9976732,0.000002677304,0.001498472,0.0001447635,0.0001943217,0.0001034771,0.00001652421,0.00003639153,0.0003301525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2039609,"threshold_uncertainty_score":0.9998559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2958609934160898,"score_gpt":0.552304673497952,"score_spread":0.2564436800818622,"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."}}