{"id":"W2940941266","doi":"10.1186/s12909-019-1498-x","title":"Paediatric vision screening by non-healthcare volunteers: evidence based practices","year":2019,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada); McMaster University","funders":"Division of Undergraduate Education; McMaster University","keywords":"Volunteer; Medicine; Test (biology); Family medicine; Eye care; Health care; Optometry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03215797,0.0004403724,0.001184149,0.002319889,0.0005746427,0.002395109,0.002143317,0.002354978,0.002003781],"category_scores_gemma":[0.1337837,0.0006333137,0.0007832125,0.001578581,0.001341123,0.002156718,0.001482323,0.001515566,0.000513969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001268532,"about_ca_system_score_gemma":0.005140823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003511073,"about_ca_topic_score_gemma":0.00549161,"domain_scores_codex":[0.9646866,0.01744179,0.005683184,0.002090534,0.009696821,0.0004010804],"domain_scores_gemma":[0.8403732,0.1002976,0.03409762,0.004273291,0.01837663,0.002581546],"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":[0.0006348654,0.001681202,0.4213411,0.03157005,0.0009118516,0.0005269391,0.003076387,0.0005325265,0.0006545822,0.0006988843,0.008036241,0.5303354],"study_design_scores_gemma":[0.00107592,0.006507868,0.6377828,0.2702989,0.003292722,0.005296112,0.008508771,0.002470311,0.003038592,0.001849457,0.05970471,0.0001738039],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3674028,0.5711653,0.006980702,0.03173574,0.002008345,0.001746923,0.0007733197,0.000181813,0.01800513],"genre_scores_gemma":[0.809303,0.165061,0.01912459,0.004185074,0.0007320467,0.0007227389,0.0004338793,0.00003105694,0.000406517],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03215797,"threshold_uncertainty_score":0.1700696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06310037674421656,"score_gpt":0.4558598474662966,"score_spread":0.3927594707220801,"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."}}