{"id":"W4413491519","doi":"10.1007/978-3-031-97788-6_23","title":"Implementation Overview","year":2025,"lang":"en","type":"book-chapter","venue":"Health information technology standards","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"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":[0.0008371137,0.000234803,0.0003290434,0.001041951,0.00017742,0.0001194616,0.0006979182,0.0004241812,0.0001312932],"category_scores_gemma":[0.00007673159,0.0002474812,0.00006360338,0.0002277206,0.00003514622,0.001179377,0.000308109,0.0005179883,0.00004099947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006211698,"about_ca_system_score_gemma":0.001318256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002675887,"about_ca_topic_score_gemma":0.00001507128,"domain_scores_codex":[0.9983578,0.00001128608,0.0007141438,0.0001923949,0.0004614878,0.0002629325],"domain_scores_gemma":[0.9981467,0.00005310045,0.0006592391,0.0007133319,0.0003708643,0.00005672298],"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":[9.289471e-7,7.05446e-7,0.000001483001,0.000147725,0.000009819631,4.145644e-7,0.00003727308,8.589195e-7,1.086266e-8,0.5195134,0.06660348,0.4136838],"study_design_scores_gemma":[0.0001380291,0.0001306475,0.000005375316,0.0002140221,0.000005327065,0.00001268696,0.000009445591,0.0001784076,0.00002511073,0.07159921,0.9275107,0.0001710342],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[1.37183e-7,0.002624136,0.8715927,0.01312952,0.0004688547,0.0005159783,0.0002605049,0.002519153,0.108889],"genre_scores_gemma":[0.0003926453,0.04948721,0.8557031,0.02321005,0.000173838,0.00047552,0.0008396358,0.00008474424,0.06963322],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8609072,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02018246943218975,"score_gpt":0.3566149791151245,"score_spread":0.3364325096829347,"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."}}