{"id":"W2410139887","doi":"10.5114/pjp.2015.55202","title":"What is your diagnosis?","year":2015,"lang":"en","type":"article","venue":"Polish Journal of Pathology","topic":"Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002599382,0.000099757,0.000390093,0.0001359493,0.00001803581,0.00003244792,0.00007512847,0.00007674613,0.0001955391],"category_scores_gemma":[0.0001178636,0.0000733566,0.0001573873,0.00008464613,0.00005674336,0.0002235497,0.00002824487,0.0001676938,0.00005985346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001472523,"about_ca_system_score_gemma":0.0001874701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000027051,"about_ca_topic_score_gemma":0.000008210697,"domain_scores_codex":[0.9991103,0.00004445502,0.0003218949,0.0001050325,0.0002238918,0.0001944531],"domain_scores_gemma":[0.9989414,0.00004574232,0.0002235615,0.000155664,0.0003122505,0.0003214341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003803234,0.001524089,0.5749968,0.00003452686,0.0003352548,0.01480834,0.006665844,0.000007049417,0.0001820966,0.0004255875,0.3320376,0.06860249],"study_design_scores_gemma":[0.01833603,0.008503365,0.3530623,0.000912382,0.001475113,0.05400938,0.006081277,0.000008711839,0.01670062,0.005500752,0.5350024,0.0004075899],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429066,0.02440276,0.0000185973,0.02933367,0.00214499,0.00009976891,0.000008323243,0.000008614922,0.001076632],"genre_scores_gemma":[0.9819026,0.01034864,0.0005110609,0.005893607,0.001045516,0.00001266811,0.000002560968,0.00001585493,0.0002674909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2219345,"threshold_uncertainty_score":0.2991396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08098103304348304,"score_gpt":0.3684825727898546,"score_spread":0.2875015397463715,"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."}}