{"id":"W3155977536","doi":"10.26443/mjm.v19i1.492","title":"Approach to: Acute vision loss","year":2021,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Disease; Referral; Etiology; Visual acuity; Optometry; Visual field loss; Optic nerve; Differential diagnosis; Visual field; Ophthalmology; Psychiatry; Pathology; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002527485,0.0009486693,0.0005767423,0.001645625,0.001515372,0.001451537,0.001011431,0.003493335,0.0413585],"category_scores_gemma":[0.001488097,0.0002277037,0.0005705383,0.0003950679,0.0006489625,0.001642082,0.001943989,0.004857791,0.01723522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104209,"about_ca_system_score_gemma":0.001996207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002646762,"about_ca_topic_score_gemma":0.006066552,"domain_scores_codex":[0.9997028,0.00003370364,0.00003542248,0.0000467221,0.00009286068,0.0000885277],"domain_scores_gemma":[0.9995368,0.00004341414,0.00004541717,0.00001983493,0.0001551322,0.0001995423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001896022,0.0005864868,0.01857421,0.001199529,0.00004215382,0.18012,0.000939298,0.0004685232,0.004408125,0.007491597,0.49513,0.2908505],"study_design_scores_gemma":[0.0001459106,0.0004176036,0.01776732,0.003187624,0.00005416813,0.4159008,0.002138365,0.0008416988,0.001479914,0.01765862,0.5403039,0.0001040706],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04193084,0.04665459,0.03893869,0.2800856,0.02488871,0.002495365,0.0009335737,0.002698826,0.5613738],"genre_scores_gemma":[0.2656101,0.08152027,0.0279913,0.2422142,0.07709316,0.0007680382,0.001074387,0.0005842501,0.3031443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0413585,"threshold_uncertainty_score":0.138358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02604489087981872,"score_gpt":0.3267578009525187,"score_spread":0.3007129100727,"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."}}