{"id":"W2587892940","doi":"10.5114/pjp.2016.65990","title":"Quiz<br>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; Medical journal; Dermatology; Family 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":[0.0003701263,0.0001266842,0.0004938175,0.0001656613,0.000209631,0.0001053807,0.0003151694,0.0001445288,0.0009255748],"category_scores_gemma":[0.0005107997,0.000100159,0.0002548824,0.00003900466,0.0002126118,0.0004023974,0.00009124127,0.0003830998,0.00006272641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006618966,"about_ca_system_score_gemma":0.0001679556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003373316,"about_ca_topic_score_gemma":0.00002395408,"domain_scores_codex":[0.9988611,0.00005213467,0.000403384,0.000144579,0.0002416116,0.0002972025],"domain_scores_gemma":[0.9984251,0.00006873289,0.0004927179,0.0004882558,0.0002616097,0.0002635568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007699623,0.001042278,0.4527161,0.000140657,0.0003998593,0.03512464,0.008403135,0.000004148877,0.0166143,0.002136988,0.319747,0.1629009],"study_design_scores_gemma":[0.004237862,0.001085646,0.7430906,0.0005649191,0.0004344716,0.03564614,0.000649669,0.000007399778,0.003526816,0.002757617,0.2077601,0.0002387832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535321,0.006847423,0.00009165737,0.03038231,0.002684466,0.0001033575,0.00002041682,0.00001120054,0.006327097],"genre_scores_gemma":[0.98463,0.008088047,0.0004667694,0.003953501,0.001992651,0.000005304226,0.000001728386,0.0000205797,0.0008414022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2903745,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05333130213803477,"score_gpt":0.373679011436846,"score_spread":0.3203477092988112,"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."}}