{"id":"W4235374431","doi":"10.5114/pjp.2012.31657","title":"Quiz<br>What is your diagnosis?","year":2012,"lang":"en","type":"article","venue":"Polish Journal of Pathology","topic":"Infectious Diseases and Mycology","field":"Veterinary","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005625857,0.0001926799,0.0004616442,0.0002542936,0.0001089811,0.00005158457,0.0002598938,0.0002335656,0.002250969],"category_scores_gemma":[0.000193927,0.0001677846,0.0003169658,0.0001177247,0.0001215637,0.0008238092,0.0001180037,0.0003485447,0.0004101545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009289663,"about_ca_system_score_gemma":0.00007384147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002156044,"about_ca_topic_score_gemma":0.000004731619,"domain_scores_codex":[0.9981524,0.0003043708,0.0005336571,0.0001478317,0.0001799192,0.0006818721],"domain_scores_gemma":[0.9985676,0.0001569444,0.0004811697,0.0002410696,0.0002177727,0.0003354216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001205318,0.003572914,0.6670826,0.000144239,0.0006207147,0.01333962,0.01274432,0.000008940588,0.02109152,0.01149626,0.233036,0.03565751],"study_design_scores_gemma":[0.00277882,0.004655313,0.5374905,0.0001218169,0.0005825133,0.1032317,0.001731077,0.000007204823,0.00121353,0.004144526,0.3433695,0.000673505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799527,0.01133056,0.00008105037,0.001230464,0.004543469,0.00009516811,0.00003087472,0.00002643817,0.002709256],"genre_scores_gemma":[0.990212,0.002593313,0.0002205405,0.004257447,0.002553302,0.00001504865,0.000003642297,0.00003384721,0.0001109078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1295922,"threshold_uncertainty_score":0.9986611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05440065320800166,"score_gpt":0.355167582009233,"score_spread":0.3007669288012314,"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."}}