{"id":"W4321018494","doi":"10.15273/dmj.vol49no1.11641","title":"A medical student’s guide to the slit lamp examination","year":2023,"lang":"en","type":"article","venue":"Dalhousie Medical Journal","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Slit lamp; Primary care; Medicine; Curriculum; Eye examination; Emergency department; Medical education; Eye care; Slit; Optometry; Ophthalmology; Psychology; Family medicine; Nursing; Visual acuity; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01271742,0.0001442429,0.0003218927,0.0003150628,0.000468351,0.00004180445,0.0006278967,0.0003488379,0.00662754],"category_scores_gemma":[0.008135607,0.00008341282,0.0001093054,0.0008973006,0.0002077095,0.00005488388,0.0003167166,0.002021013,0.002497661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176602,"about_ca_system_score_gemma":0.001490977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002664525,"about_ca_topic_score_gemma":0.00002810268,"domain_scores_codex":[0.9931415,0.0006477972,0.0006401834,0.0002573249,0.004535744,0.000777473],"domain_scores_gemma":[0.9963415,0.0008568239,0.00007388552,0.0002957412,0.0002674004,0.002164612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003350758,0.0007409645,0.08581938,0.0001679684,0.0001824253,0.02147356,0.002950053,0.000003769667,0.00004788574,0.0009130585,0.3262626,0.5611033],"study_design_scores_gemma":[0.002254828,0.001174902,0.6794661,0.0004138422,0.00003711102,0.01240394,0.000916289,0.001534585,0.00002015157,0.00009841895,0.301557,0.0001228939],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8208181,0.0001995265,0.0008707977,0.1684346,0.001354613,0.0004414861,0.000003553794,0.0001106863,0.007766528],"genre_scores_gemma":[0.9656512,0.0007886179,0.0001195579,0.01457899,0.003826437,0.00005577797,0.00002636895,0.00003969929,0.01491341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5936466,"threshold_uncertainty_score":0.998279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09756348699577713,"score_gpt":0.5295366028483041,"score_spread":0.431973115852527,"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."}}