{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1536547,0.001626513,0.002764954,0.01251471,0.001681809,0.009088472,0.004337406,0.002709987,0.03795291],"category_scores_gemma":[0.4726215,0.001620942,0.004985318,0.01056865,0.002270999,0.006383861,0.006193272,0.003062812,0.01263579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002469297,"about_ca_system_score_gemma":0.01007063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003468982,"about_ca_topic_score_gemma":0.003490756,"domain_scores_codex":[0.7672304,0.1284853,0.05842844,0.009273895,0.0342406,0.002341299],"domain_scores_gemma":[0.4525173,0.3796537,0.06707208,0.05130739,0.04641636,0.003033237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004124131,0.000812177,0.07556161,0.02230811,0.002368766,0.0003463197,0.005088221,0.001768643,0.001966781,0.009585852,0.05100265,0.8250667],"study_design_scores_gemma":[0.003704979,0.005696855,0.2397374,0.08495001,0.00615199,0.002895769,0.01086668,0.01809913,0.02210015,0.04234393,0.5623279,0.001125275],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1488845,0.1007858,0.4159485,0.02405536,0.01211216,0.07748704,0.1251646,0.007926597,0.08763545],"genre_scores_gemma":[0.3063794,0.02466526,0.5174986,0.004662259,0.002711385,0.09592094,0.03131168,0.001378845,0.01547162],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1536547,"threshold_uncertainty_score":0.8126136,"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."}}