{"id":"W1968274879","doi":"10.2214/ajr.184.2.01840681","title":"Prevalence of Eye Strain Among Radiologists: Influence of Viewing Variables on Symptoms","year":2005,"lang":"en","type":"article","venue":"American Journal of Roentgenology","topic":"Radiology practices and education","field":"Medicine","cited_by":80,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital; Vancouver Hospital and Health Sciences Centre","funders":"Radiological Society of North America","keywords":"Medicine; Strain (injury); Optometry; Ophthalmology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008508251,0.0002313103,0.0002607713,0.0009873623,0.0001634516,0.0003788175,0.000226274,0.0003643741,0.002073811],"category_scores_gemma":[0.008983476,0.0001734394,0.0003385723,0.0007197949,0.0002334582,0.0004252055,0.0004239399,0.0002985992,0.0002647783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001581666,"about_ca_system_score_gemma":0.0002014528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001921292,"about_ca_topic_score_gemma":0.001903213,"domain_scores_codex":[0.9988691,0.0004734132,0.0001305105,0.0001149301,0.0002828182,0.0001292169],"domain_scores_gemma":[0.9893868,0.003019793,0.005974007,0.0002843563,0.000636508,0.0006984955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004417104,0.00002091941,0.9988514,0.000007940433,0.00001080648,0.00004083845,0.00004370609,0.00001351364,0.000117904,0.00000153132,0.00003051075,0.0008167565],"study_design_scores_gemma":[0.000001415589,0.00006184766,0.9995534,0.000003947142,0.000004479682,0.0001926072,0.00008344836,0.00004402186,0.00002585023,0.000001958619,0.00002598157,0.000001186857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992442,0.0001881779,0.00004697255,0.00004845022,0.000002307262,0.000005804373,0.0001260444,0.000003507601,0.0003346271],"genre_scores_gemma":[0.999718,0.00006106434,0.00005573705,0.00001141874,0.00001089339,0.000004388786,0.00009275924,0.000001177433,0.00004458973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002073811,"threshold_uncertainty_score":0.006937623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226344737745559,"score_gpt":0.3021028462133015,"score_spread":0.2898393988358459,"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."}}