{"id":"W4415731481","doi":"10.35191/medsoft_2025_1_37_lavrikova","title":"QUO REVERA IMUS? DALŠÍ ROZVOJ NČLP V ČASE TURBULENCÍ A JEHO MAPOVÁNÍ NA ZNÁMÉ KÓDOVACÍ SYSTÉMY","year":2025,"lang":"","type":"article","venue":"Medsoft","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identification (biology); Status quo; Coding (social sciences); Data collection; Quarter (Canadian coin)","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.00686457,0.001304927,0.003014033,0.0005587812,0.0006971488,0.0004850742,0.001179743,0.001319638,0.00660754],"category_scores_gemma":[0.02274522,0.00120436,0.001052308,0.002277726,0.0005710915,0.0008357246,0.000645384,0.003215902,0.00308029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006228592,"about_ca_system_score_gemma":0.002758242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007114756,"about_ca_topic_score_gemma":0.0001531924,"domain_scores_codex":[0.9882063,0.002126726,0.003812154,0.002261139,0.001647448,0.001946262],"domain_scores_gemma":[0.9846541,0.007822707,0.001406999,0.003385739,0.001275632,0.001454865],"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":[0.01828429,0.01719445,0.08140053,0.02548262,0.01329594,0.007016907,0.006758821,0.0001741116,0.01724022,0.08851007,0.4226902,0.3019518],"study_design_scores_gemma":[0.01459354,0.001180831,0.01028517,0.00513686,0.004711168,0.0000560271,0.001661364,0.004289411,0.0007792123,0.001037433,0.9547687,0.001500299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4383531,0.1741006,0.007537386,0.2523009,0.03531013,0.01230305,0.001915978,0.001585149,0.07659371],"genre_scores_gemma":[0.9075283,0.003205725,0.0008021622,0.03765421,0.002818367,0.0001904771,0.0001287164,0.0001528126,0.04751921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5320785,"threshold_uncertainty_score":0.9999769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02087172951520153,"score_gpt":0.3689180516179655,"score_spread":0.3480463221027639,"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."}}