{"id":"W4205224866","doi":"10.5114/pjp.2021.112816","title":"Quiz WHAT IS YOUR DIAGNOSIS?","year":2022,"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","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":[0.0003411595,0.00007586198,0.0003161553,0.0002038687,0.0001109515,0.00001811744,0.0001351535,0.0000411079,0.004455043],"category_scores_gemma":[0.00009091919,0.0000660685,0.000185674,0.0001460169,0.00005640064,0.0001393006,0.00009304561,0.000474257,0.0000146813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001139053,"about_ca_system_score_gemma":0.0001689888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001728625,"about_ca_topic_score_gemma":0.000002952702,"domain_scores_codex":[0.9990175,0.0001003049,0.0003194865,0.00009953679,0.0002619401,0.0002011835],"domain_scores_gemma":[0.9993293,0.00006544956,0.0001945401,0.0001548738,0.0001105024,0.0001453316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001025357,0.001683592,0.193767,0.00008280716,0.0003169513,0.04828463,0.02147292,0.00008464575,0.006324069,0.001610629,0.6021501,0.1231972],"study_design_scores_gemma":[0.004716117,0.00301977,0.1142891,0.0001346088,0.0004200923,0.1352856,0.00991854,0.00001323076,0.001494549,0.002939231,0.7275261,0.0002431043],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9569871,0.01223159,0.00005663164,0.02660788,0.002289097,0.00008878759,0.00002957127,0.00001040362,0.001698938],"genre_scores_gemma":[0.9834856,0.003232303,0.0002437665,0.0115568,0.0008331683,0.00001477141,0.000003490893,0.00001578905,0.0006142869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1253759,"threshold_uncertainty_score":0.996455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03912506859182313,"score_gpt":0.3435376435332995,"score_spread":0.3044125749414764,"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."}}