{"id":"W4402573556","doi":"10.2139/ssrn.4957142","title":"Behind the scenes of EQA - Characteristics, Capabilities, Benefits and Assets of External Quality Assessment (EQA), Part II - EQA cycles","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"External quality assessment; Medical physics; Medicine; Operations management; Engineering","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02402362,0.0004805291,0.001536655,0.0004635084,0.0004928033,0.0004451109,0.001829906,0.0003356372,0.0001986128],"category_scores_gemma":[0.001275743,0.00029927,0.0008455328,0.0003209115,0.0005613746,0.0001923816,0.001706389,0.004378187,0.000006479223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005593825,"about_ca_system_score_gemma":0.004867016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001263494,"about_ca_topic_score_gemma":0.003563484,"domain_scores_codex":[0.9906311,0.001255734,0.002954481,0.0008577116,0.002816836,0.001484117],"domain_scores_gemma":[0.9938583,0.001427927,0.0025038,0.001177395,0.0008555471,0.000177031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003560483,0.000646289,0.1425308,0.0002993545,0.002470305,0.0000150108,0.004590885,0.001781269,0.0009302553,0.1945729,0.0004711466,0.6513357],"study_design_scores_gemma":[0.0003122282,0.000272507,0.1214454,0.0004355301,0.0004911085,0.0001072252,0.003166733,0.0008284625,0.0001710638,0.8715958,0.0008041893,0.0003697157],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637876,0.03018884,0.00104574,0.00313354,0.0009275738,0.0002427432,0.0004134744,0.00001474342,0.0002457454],"genre_scores_gemma":[0.9506493,0.04742272,0.0002140495,0.00002883731,0.0005165053,0.00001177298,0.00001902647,0.00002931255,0.001108538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6770229,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07569023906124975,"score_gpt":0.3878098918470242,"score_spread":0.3121196527857745,"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."}}