{"id":"W2171760712","doi":"10.1148/rg.315105211","title":"AIRP Best Cases in Radiologic-Pathologic Correlation: Choroidal Melanoma","year":2011,"lang":"en","type":"article","venue":"Radiographics","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôpital Notre-Dame","funders":"","keywords":"Medicine; Melanoma; Ophthalmology; Cancer research","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":[0.0002048642,0.0001732284,0.0003362859,0.0003579851,0.0000836069,0.000004246889,0.00008299737,0.0003184331,0.0001600017],"category_scores_gemma":[0.00009741539,0.0001385445,0.0001599317,0.000532969,0.0002297543,0.0000712876,0.00002145406,0.0003071568,0.00008135915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004923863,"about_ca_system_score_gemma":0.0000482323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009540199,"about_ca_topic_score_gemma":0.00009082149,"domain_scores_codex":[0.9989771,0.0001047038,0.0002412026,0.0002906375,0.0001121311,0.0002741924],"domain_scores_gemma":[0.9993933,0.000095139,0.00007394693,0.0002879652,0.00003968787,0.0001100056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001985781,0.0006216163,0.9862763,0.00001144416,0.00008877837,0.009284496,0.0002961528,0.000002415685,0.00002859224,0.001197634,0.0001230029,0.001870988],"study_design_scores_gemma":[0.00252168,0.002283279,0.9878724,0.00004157348,0.0002244828,0.004598769,0.0001489782,0.00006980625,0.0001357993,0.0009122555,0.001022952,0.0001680812],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829914,0.002887986,0.00009219651,0.0001407268,0.0003006184,0.0003541306,0.000007549158,0.00007873621,0.01314667],"genre_scores_gemma":[0.9965025,0.0007129042,0.002091083,0.0002617822,0.00007616898,0.00003770102,0.00004865599,0.0000143784,0.0002548382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0135111,"threshold_uncertainty_score":0.5649682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0560401055351246,"score_gpt":0.2853339774194752,"score_spread":0.2292938718843507,"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."}}