{"id":"W4231147784","doi":"10.1038/s41374-020-0395-6","title":"Abstracts from USCAP 2020: Neuropathology and Ophthalmic Pathology (1697-1738)","year":2020,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Neurology and Historical Studies","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Neuropathology; Pathology; Ophthalmic pathology; Medicine; Ophthalmology; Neuro-ophthalmology; Disease; Glaucoma","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001155506,0.001448379,0.0007294641,0.00552087,0.001253962,0.002571558,0.001040011,0.002930735,0.4459423],"category_scores_gemma":[0.002709862,0.000526953,0.0009390089,0.002163051,0.0003747999,0.0008614234,0.001758353,0.001522577,0.2672413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611439,"about_ca_system_score_gemma":0.003111547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009739291,"about_ca_topic_score_gemma":0.01951993,"domain_scores_codex":[0.9992738,0.00008564334,0.0000952215,0.00007152474,0.0003620239,0.0001117636],"domain_scores_gemma":[0.9950677,0.0003438819,0.0002592816,0.0001522259,0.003035423,0.001141464],"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":[0.000146412,0.0000657519,0.0002645355,0.0001585471,0.00000798694,0.0002614925,0.000005647128,0.00004453284,0.0006387661,0.0001416442,0.9724604,0.02580424],"study_design_scores_gemma":[0.00008254917,0.00009917576,0.005376555,0.0004367607,0.0000248219,0.0006761029,0.00003299406,0.0001152752,0.0006273094,0.000540376,0.9919668,0.00002125772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005483426,0.03119397,0.001155571,0.02165649,0.06794012,0.001201868,0.05391311,0.00146675,0.8159887],"genre_scores_gemma":[0.008590064,0.01453853,0.000903975,0.004683186,0.02210905,0.0003106225,0.02788609,0.0003622299,0.9206163],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4459423,"threshold_uncertainty_score":0.7902961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03769365421182531,"score_gpt":0.2316455478472838,"score_spread":0.1939518936354585,"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."}}