{"id":"W6965099566","doi":"10.3205/23gmds170","title":"Verfahren zur Übermittlung von Krankenkassendaten und deren Verknüpfung mit anamnestischen Daten der LIFE Adult Kohortenstudie zwecks der Validierung","year":2023,"lang":"de","type":"article","venue":"German Medical Science (German Research Foundation)","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute","funders":"","keywords":"Medical screening; MEDLINE; Quality of life (healthcare); Ultrasonography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.01210727,0.0007341599,0.000861953,0.001067684,0.008259736,0.0008025897,0.003932785,0.000673488,0.009785668],"category_scores_gemma":[0.007352891,0.0006623173,0.0002440332,0.006963291,0.01383988,0.002335479,0.006747603,0.002298306,0.06236337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303109,"about_ca_system_score_gemma":0.001710329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001479292,"about_ca_topic_score_gemma":0.001936103,"domain_scores_codex":[0.9827631,0.001191675,0.00113185,0.002553288,0.008353517,0.004006591],"domain_scores_gemma":[0.9933203,0.001652251,0.0003271035,0.001246355,0.0007708159,0.00268317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002553271,0.0008579402,0.6438656,0.0004186141,0.002131716,0.002146574,0.006629687,0.0000588615,0.002410562,0.002114433,0.289768,0.04934276],"study_design_scores_gemma":[0.001571138,0.0003107184,0.9154451,0.0002553029,0.0005507978,0.00002997204,0.0007771316,0.007229266,0.0004766295,0.0008300917,0.07144962,0.001074243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9456806,0.001824145,0.00009014755,0.03918216,0.003839472,0.001600913,0.0001163936,0.0003888142,0.007277333],"genre_scores_gemma":[0.9873977,0.004714114,0.0002624191,0.001937076,0.001430976,0.0001171452,0.0004467861,0.00005708118,0.003636653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2715795,"threshold_uncertainty_score":0.9995828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07810397247998407,"score_gpt":0.4032921378139896,"score_spread":0.3251881653340055,"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."}}