{"id":"W3141800377","doi":"10.5114/pjp.2017.67624","title":"Quiz. What is your diagnosis?","year":2017,"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":[0.0002080677,0.0001153194,0.0004470905,0.0001066548,0.0001311844,0.0001251118,0.0001848162,0.00009048246,0.000379059],"category_scores_gemma":[0.0001714887,0.0000860842,0.0002237491,0.00002272936,0.0001224366,0.0003919452,0.00005897684,0.0001956592,0.00004855893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009053836,"about_ca_system_score_gemma":0.0001030056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006457815,"about_ca_topic_score_gemma":0.00002272097,"domain_scores_codex":[0.9991035,0.00002994811,0.0003207806,0.0001300052,0.0001893174,0.0002263928],"domain_scores_gemma":[0.9986307,0.00004830727,0.0005241664,0.0003985738,0.0001999054,0.0001983223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001857341,0.0008387222,0.7922326,0.00003835382,0.0002835258,0.01176179,0.001613184,8.014404e-7,0.0003632382,0.0003420099,0.04821143,0.1441287],"study_design_scores_gemma":[0.004148501,0.001337796,0.9177192,0.0004885832,0.0004597046,0.008645697,0.0003881265,0.000001528047,0.007639247,0.0009790587,0.05806685,0.0001256531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483169,0.01182956,0.000009711005,0.03674908,0.001581497,0.0001006459,0.00001161353,0.000005843567,0.001395177],"genre_scores_gemma":[0.9738421,0.02137054,0.0003003281,0.003219969,0.001030519,0.00001213223,0.000001406397,0.0000151897,0.0002078266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.144003,"threshold_uncertainty_score":0.415043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05786835888582697,"score_gpt":0.377525593513755,"score_spread":0.3196572346279281,"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."}}