{"id":"W4237128919","doi":"10.1038/labinvest.2015.20","title":"Neuropathology and Ophthalmic Pathology","year":2015,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Neuropathology; Pathology; Ophthalmic pathology; Medicine; Neuroscience; Biology; Ophthalmology; Neuro-ophthalmology; Glaucoma; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001573224,0.00007617931,0.0001343527,0.00005611439,0.00003393899,0.000004483992,0.00001928647,0.0001144966,0.000008653396],"category_scores_gemma":[0.0002020729,0.00006811335,0.00001001083,0.0001303017,0.0002054589,0.00007239667,0.00001727611,0.0001012746,0.00008728705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003057597,"about_ca_system_score_gemma":0.000169009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002404407,"about_ca_topic_score_gemma":0.000001548373,"domain_scores_codex":[0.999418,0.0001398224,0.0001038929,0.0001709958,0.00006535571,0.0001019102],"domain_scores_gemma":[0.9995073,0.00001804985,0.00004353109,0.0001361759,0.0001112222,0.0001837179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006747999,0.00006521639,0.9645463,0.00002059971,0.00002167001,0.001894876,0.0007429883,0.000001637128,0.02888761,0.002567723,0.0006046559,0.0005792477],"study_design_scores_gemma":[0.003686067,0.001458017,0.970278,0.00002230844,0.000167828,0.002111615,0.0002438021,0.00008238781,0.011876,0.005821075,0.004099195,0.0001536797],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969984,0.0003898022,0.00001360972,0.001187857,0.0001999257,0.0001350273,0.000005049201,0.00005534755,0.001015025],"genre_scores_gemma":[0.9960777,0.00001160786,0.001475273,0.002203007,0.00006360647,0.00001436301,0.00003370006,0.00001023017,0.0001104753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01701161,"threshold_uncertainty_score":0.2777582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03455756132598745,"score_gpt":0.2869717944352841,"score_spread":0.2524142331092967,"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."}}