{"id":"W4413491558","doi":"10.1007/978-3-031-97788-6_25","title":"Information Models","year":2025,"lang":"en","type":"book-chapter","venue":"Health information technology standards","topic":"Nursing Diagnosis and Documentation","field":"Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006777463,0.0003904438,0.0005647696,0.002298362,0.0004702562,0.0001839974,0.0002808187,0.0009847069,0.0001994879],"category_scores_gemma":[0.0001399355,0.0004242826,0.0001160794,0.0002291931,0.0001625613,0.003410759,0.00007871363,0.0007516157,0.000216291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00225309,"about_ca_system_score_gemma":0.0007914241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004890786,"about_ca_topic_score_gemma":0.00001843921,"domain_scores_codex":[0.997054,0.00001834849,0.001497373,0.0001525478,0.0008396705,0.0004380484],"domain_scores_gemma":[0.9971291,0.00004351921,0.001250991,0.0005387815,0.0009333834,0.0001042407],"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":[0.00007156024,0.000004628278,0.000002391859,0.0003406537,0.00001579018,9.811705e-8,0.0004695184,0.00005142012,4.957715e-8,0.3098883,0.2771429,0.4120127],"study_design_scores_gemma":[0.0006885442,0.0003347917,0.000004204307,0.0008115707,0.00003013392,0.000006820611,0.0002293627,0.00059939,0.00005932354,0.1362346,0.8607269,0.0002744003],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00001059485,0.001063212,0.04322446,0.05027464,0.003817752,0.001896268,0.002408272,0.001620243,0.8956845],"genre_scores_gemma":[0.0544375,0.02239659,0.07677914,0.3896454,0.0019575,0.003062929,0.06231793,0.0007916625,0.3886113],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.583584,"threshold_uncertainty_score":0.9998209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270275530139816,"score_gpt":0.3151867389417398,"score_spread":0.3024839836403417,"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."}}