{"id":"W7064056330","doi":"","title":"Adherence to clinical practice guidelines
\\nfor using invasive coronary angiography in chronic coronary artery disease","year":2024,"lang":"en","type":"dissertation","venue":"Kölner Universitäts PublikationsServer (Universität zu Köln)","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Gemeinsame Bundesausschuss; Canada Excellence Research Chairs, Government of Canada","keywords":"Guideline; Coronary artery disease; Clinical Practice; Observational study; Health care; MEDLINE; Percutaneous coronary intervention; Clinical trial","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004112046,0.0008431669,0.0007695561,0.002315978,0.0005930287,0.0004515198,0.001025708,0.0004251653,0.004675783],"category_scores_gemma":[0.0002812743,0.001020325,0.001101164,0.002855708,0.0001201969,0.00742288,0.000406096,0.001220852,0.001463748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117476,"about_ca_system_score_gemma":0.003904779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003897377,"about_ca_topic_score_gemma":0.005570383,"domain_scores_codex":[0.9956216,0.0002497302,0.001125501,0.001455096,0.0007314152,0.0008166324],"domain_scores_gemma":[0.994894,0.0008420557,0.0007011123,0.0009429537,0.001803653,0.0008162311],"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":[0.007740887,0.007661274,0.1496789,0.002359467,0.01616288,0.0145551,0.01112484,0.09177492,0.0003395768,0.1515155,0.4901458,0.05694085],"study_design_scores_gemma":[0.01307953,0.002711461,0.2654806,0.01007103,0.01618914,0.0001278685,0.1712535,0.01996722,0.0001189171,0.01210967,0.4795453,0.009345704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9412605,0.0009317703,0.002262084,0.003176346,0.007964902,0.002793756,0.001875498,0.0003555186,0.03937963],"genre_scores_gemma":[0.9435525,0.0002019333,0.00440727,0.0006442298,0.001084087,0.00004891074,0.009574329,0.0001892041,0.04029755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1601287,"threshold_uncertainty_score":0.9993137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04355885680514046,"score_gpt":0.3397403100121364,"score_spread":0.296181453206996,"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."}}