{"id":"W4241586776","doi":"10.1038/modpathol.2015.24","title":"Neuropathology and Ophthalmic Pathology","year":2015,"lang":"en","type":"article","venue":"Modern Pathology","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre","funders":"","keywords":"Neuropathology; Pathology; Ophthalmic pathology; Medicine; Dermatopathology; Anatomical pathology; Ophthalmology; Neuro-ophthalmology; Glaucoma; Disease; Immunohistochemistry","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":[0.0002949116,0.0002065721,0.0004883131,0.0001464822,0.00006319543,0.000005304852,0.00007455594,0.0003537465,0.00003133184],"category_scores_gemma":[0.0001907775,0.000178786,0.00005972124,0.00008129514,0.0003880026,0.00005156566,0.00013124,0.0002890536,0.0002357769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004476331,"about_ca_system_score_gemma":0.0001058135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004086663,"about_ca_topic_score_gemma":0.000004284324,"domain_scores_codex":[0.9984496,0.000287509,0.0002298316,0.0005404359,0.00009891241,0.0003937637],"domain_scores_gemma":[0.9991102,0.00005130613,0.00007013975,0.0004151353,0.00008618003,0.0002670183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001169511,0.001128737,0.7500806,0.00005649038,0.0001288859,0.174217,0.003289522,0.00001688691,0.02915613,0.002615807,0.0006654395,0.03747492],"study_design_scores_gemma":[0.01450049,0.007287132,0.6359007,0.00002339977,0.0005605873,0.3052412,0.0002432623,0.00113531,0.001347389,0.02907076,0.004164597,0.0005251812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869792,0.001603825,0.001093621,0.001355488,0.0004263826,0.0002672993,0.000007792321,0.0001088886,0.008157501],"genre_scores_gemma":[0.9943948,0.00006829626,0.002425232,0.001909381,0.00009359186,0.00003935197,0.0000335063,0.00003363752,0.001002214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1310241,"threshold_uncertainty_score":0.7290682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04206065563354571,"score_gpt":0.3076503742397357,"score_spread":0.26558971860619,"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."}}