{"id":"W4236759188","doi":"10.5114/pjp.2018.75637","title":"Quiz&lt;br&gt;What is your diagnosis?","year":2018,"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":[0.0003483317,0.000125963,0.000446197,0.0002369114,0.0000796461,0.00003342431,0.0001609532,0.0001424452,0.002198552],"category_scores_gemma":[0.0002497204,0.00009903735,0.0002115868,0.0001580433,0.0002541354,0.0002313546,0.0000531205,0.0003169345,0.0001438583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007617526,"about_ca_system_score_gemma":0.0001787557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001673949,"about_ca_topic_score_gemma":0.00002110483,"domain_scores_codex":[0.9987745,0.00007246732,0.0004431053,0.0001478307,0.0002457421,0.0003163628],"domain_scores_gemma":[0.9987416,0.00008149302,0.0002514732,0.000242923,0.0004220534,0.0002604258],"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":[0.001053538,0.001170428,0.1493669,0.0001078761,0.0003876358,0.01533241,0.01718632,0.000001716704,0.03062962,0.00194201,0.6632031,0.1196183],"study_design_scores_gemma":[0.005731333,0.004652957,0.2892918,0.0007497658,0.0006612447,0.07181721,0.001752529,0.00001498328,0.0138848,0.004053689,0.6070001,0.000389655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694951,0.006306769,0.0002292449,0.01599774,0.002696324,0.0001007427,0.00001628601,0.00001642855,0.005141416],"genre_scores_gemma":[0.9812343,0.004259615,0.0007971001,0.008910322,0.004116516,0.000004765423,0.000002154698,0.00002282805,0.000652366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1399248,"threshold_uncertainty_score":0.9987136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03919313306574804,"score_gpt":0.3543641681320026,"score_spread":0.3151710350662545,"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."}}