{"id":"W3184582022","doi":"10.17107/kh.2021.22.538-546","title":"A tumormarker-kutatás rövid története. A PSA, mint legismertebb urológiai tumormarker felfedezésének története","year":2021,"lang":"en","type":"article","venue":"Kaleidoscope History","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostate cancer; Carcinoembryonic antigen; Cancer; Prostate-specific antigen; Multiple myeloma; Disease; Tumor marker; Oncology; Internal medicine; Pathology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005720326,0.0006290986,0.0009650883,0.000377415,0.0002916713,0.00006368366,0.0003387795,0.0002398938,0.006149293],"category_scores_gemma":[0.0002501272,0.0005761616,0.0004712551,0.000518054,0.0005272231,0.0003552054,0.0002630058,0.0009580599,0.001424382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002992725,"about_ca_system_score_gemma":0.003060413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003237533,"about_ca_topic_score_gemma":0.0001578628,"domain_scores_codex":[0.9953976,0.0003065887,0.0007889605,0.001126955,0.001127564,0.001252375],"domain_scores_gemma":[0.9970526,0.0001552217,0.0002035223,0.001230333,0.000476077,0.0008822581],"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":[0.004300882,0.002041594,0.02094357,0.001631609,0.001188457,0.02041662,0.004388946,0.00001468289,0.07533577,0.0002011554,0.8409628,0.02857387],"study_design_scores_gemma":[0.006581044,0.0007156591,0.02783828,0.0004988415,0.0003796204,0.0009658455,0.0004103372,0.0003515096,0.006735076,0.00005780572,0.9547737,0.0006922453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4885041,0.1777818,0.0002975814,0.009736315,0.006096581,0.002610782,0.0001351414,0.0007992319,0.3140384],"genre_scores_gemma":[0.7114202,0.003894639,0.003533609,0.005928128,0.001061013,0.0005188175,0.000617145,0.0002852336,0.2727412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2229161,"threshold_uncertainty_score":0.999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02866105897701201,"score_gpt":0.2743424278767531,"score_spread":0.245681368899741,"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."}}