{"id":"W4243095521","doi":"10.5114/pjp.2017.69696","title":"Quiz. What is your diagnosis?","year":2017,"lang":"en","type":"article","venue":"Polish Journal of Pathology","topic":"Cancer and Skin Lesions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dermatology","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":[0.0002621958,0.00008618344,0.0003617632,0.0001171169,0.0001544919,0.00008981575,0.0002253793,0.00009941339,0.0006652822],"category_scores_gemma":[0.0003712876,0.00006701588,0.0001816767,0.00002496071,0.0001491724,0.0003806609,0.00006300469,0.0002934795,0.00003970226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004286115,"about_ca_system_score_gemma":0.0001215121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003132056,"about_ca_topic_score_gemma":0.00001316158,"domain_scores_codex":[0.9991961,0.00003369008,0.0002913398,0.00009976851,0.0001710244,0.0002080376],"domain_scores_gemma":[0.9988216,0.00004475769,0.0003740034,0.0003661212,0.0002017118,0.0001918756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005056006,0.000672909,0.5595425,0.00008978017,0.0002447184,0.03013362,0.006860636,0.000002024647,0.004750667,0.001031038,0.1861579,0.2100087],"study_design_scores_gemma":[0.003496234,0.0008684162,0.8400717,0.0005066608,0.0003063355,0.03412903,0.0008488288,0.00000416389,0.003398749,0.002561216,0.1136448,0.0001638833],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9572625,0.005456321,0.00006233733,0.03058738,0.002216479,0.00007009505,0.00001023419,0.00000671514,0.00432798],"genre_scores_gemma":[0.986469,0.007289457,0.0003564099,0.003821512,0.001475269,0.00000313316,8.793324e-7,0.000012997,0.0005713812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2805292,"threshold_uncertainty_score":0.7284374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06145817715315973,"score_gpt":0.3885989398415387,"score_spread":0.327140762688379,"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."}}