{"id":"W1973980196","doi":"10.1055/s-2003-42863","title":"Zu viele Herzkatheteruntersuchungen in Deutschland?","year":2003,"lang":"de","type":"article","venue":"DMW - Deutsche Medizinische Wochenschrift","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Angina; Cardiac catheterisation; Medical diagnosis; Disease; Intensive care medicine; Emergency medicine; Cardiology; Internal medicine; Myocardial infarction; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008953101,0.0001619176,0.0003089931,0.0008580487,0.0003603052,0.001107067,0.0001787793,0.0005380341,0.002998132],"category_scores_gemma":[0.002394219,0.0001837103,0.0001816894,0.001374,0.0004603667,0.0006673886,0.0005611831,0.0004361267,0.000627983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008250142,"about_ca_system_score_gemma":0.0007396798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01188844,"about_ca_topic_score_gemma":0.01092417,"domain_scores_codex":[0.9989613,0.0003872097,0.0001700276,0.0001592136,0.0001114838,0.0002107147],"domain_scores_gemma":[0.9978695,0.0005392448,0.001148066,0.00007716733,0.0001324807,0.0002335368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001937103,0.0001180865,0.9322631,0.0002833733,0.000117245,0.002338574,0.001059721,0.0003456967,0.0006841875,0.001863401,0.004769762,0.05596317],"study_design_scores_gemma":[0.00003583685,0.0002068461,0.9792045,0.0003595728,0.000109879,0.004801322,0.002560437,0.0008555381,0.0003925957,0.0008123252,0.01063744,0.00002370427],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9753851,0.01250125,0.0006174094,0.003357868,0.0001282024,0.00002130815,0.00177854,0.00003177811,0.006178515],"genre_scores_gemma":[0.9925777,0.005194722,0.0004375252,0.00058722,0.0000797566,0.00001812215,0.0006586839,0.000004288763,0.0004419193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01188844,"threshold_uncertainty_score":0.02363849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4628591631435072,"score_gpt":0.4925927887894768,"score_spread":0.02973362564596954,"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."}}