{"id":"W6930634257","doi":"10.5281/zenodo.14772150","title":"Виявлення мононуклеозу автоматичним та мікроскопічним методами (клінічний випадок)","year":2024,"lang":"uk","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Medical Case Reports and Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Product (mathematics); Work (physics); Term (time)","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002464231,0.0006220022,0.0008117827,0.0007463457,0.00342564,0.002076701,0.001002182,0.0003428535,0.09853636],"category_scores_gemma":[0.003333242,0.0005568319,0.0003646166,0.001737437,0.0008663512,0.0003951905,0.002319323,0.001527076,0.04995745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005808981,"about_ca_system_score_gemma":0.00008349658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001121079,"about_ca_topic_score_gemma":0.000001464949,"domain_scores_codex":[0.9936166,0.0005954751,0.001136676,0.001489236,0.001796679,0.00136531],"domain_scores_gemma":[0.9961434,0.0001658148,0.0002179924,0.001209014,0.001143547,0.001120203],"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":[0.0001743865,0.0004098577,0.0000157741,0.001804758,0.0007062338,0.003252469,0.003327735,0.000005972358,0.001614664,0.01346319,0.7280089,0.2472161],"study_design_scores_gemma":[0.0009591641,0.001032874,0.0006740119,0.001130988,0.0003990465,0.002018375,0.001456264,0.001208343,0.00024663,0.000455274,0.9898496,0.0005694701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02470314,0.03401148,0.003516584,0.01912989,0.004394935,0.002644303,0.001138613,0.005267742,0.9051933],"genre_scores_gemma":[0.935254,0.00791218,0.0002124242,0.001003804,0.004175775,3.412719e-7,0.002953403,0.005857551,0.0426305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9105509,"threshold_uncertainty_score":0.9996883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05768714238261926,"score_gpt":0.2936430860506999,"score_spread":0.2359559436680806,"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."}}