{"id":"W4413491536","doi":"10.1007/978-3-031-97788-6_10","title":"Reference Sets","year":2025,"lang":"en","type":"book-chapter","venue":"Health information technology standards","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005041911,0.001791176,0.001345923,0.009992241,0.002724784,0.00874321,0.004865025,0.002655599,0.1017809],"category_scores_gemma":[0.02142006,0.001136886,0.001962713,0.01153824,0.002217578,0.01233896,0.005408103,0.003040606,0.08906998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002660332,"about_ca_system_score_gemma":0.003115784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003356791,"about_ca_topic_score_gemma":0.003252587,"domain_scores_codex":[0.9919641,0.001847756,0.001242006,0.001575779,0.003123834,0.0002464621],"domain_scores_gemma":[0.9895913,0.003549754,0.0003753168,0.002906902,0.003342007,0.0002346092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000463167,0.00003344627,0.0001498796,0.0009496467,0.00003173449,0.0001863475,0.0007367426,0.001425629,0.001568871,0.5203273,0.184822,0.289722],"study_design_scores_gemma":[0.000004797472,0.000009312496,0.00005319312,0.0002553747,0.000008850897,0.0002539094,0.00006329062,0.0004098724,0.0006925709,0.05035878,0.9478713,0.000018747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.001604478,0.009603972,0.5242851,0.003183366,0.002910662,0.0007330077,0.01569395,0.009367711,0.4326177],"genre_scores_gemma":[0.01688122,0.01335621,0.6142879,0.003083039,0.001114315,0.00133395,0.05577138,0.006099284,0.2880727],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8982192,"threshold_uncertainty_score":0.3404909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09774654326547291,"score_gpt":0.422056049714888,"score_spread":0.324309506449415,"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."}}