{"id":"W7115803462","doi":"10.1007/978-3-031-95659-1_10","title":"Tools for Analyzing and Measuring the Performance of Care and Service Pathways","year":2025,"lang":"en","type":"book-chapter","venue":"Springer proceedings in mathematics & statistics","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Health care; Service (business); Order (exchange); Control (management); Clinical governance; Corporate governance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009137325,0.00026359,0.0006173095,0.0001578027,0.00008563154,0.00007353746,0.0001149952,0.0001573622,0.000008537027],"category_scores_gemma":[0.003058511,0.0002177211,0.00004459688,0.00005636301,0.00008820815,0.0001286652,0.0001809327,0.0004005301,8.592052e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008560404,"about_ca_system_score_gemma":0.0001460742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009017661,"about_ca_topic_score_gemma":0.00003874473,"domain_scores_codex":[0.9980508,0.00000324761,0.001147827,0.000299592,0.0003125008,0.0001860472],"domain_scores_gemma":[0.9961927,0.001893192,0.0007038005,0.0001696857,0.0009857368,0.00005487383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004658668,0.0001185919,0.005466649,0.1391635,0.0005867947,0.00001092502,0.0177491,0.00001137043,0.001121998,0.5588126,0.0006771217,0.2758155],"study_design_scores_gemma":[0.02137801,0.006396038,0.01645844,0.1000725,0.02168229,0.000346378,0.04585587,0.1589154,0.005845333,0.5353766,0.08225056,0.005422548],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6541857,0.01480244,0.07809252,0.005628092,0.001299447,0.02839666,0.004114979,0.0004152917,0.2130649],"genre_scores_gemma":[0.0972093,0.006788356,0.8883729,0.0006715552,0.0003049487,0.0001599973,0.0001498093,0.0001936586,0.006149498],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8102804,"threshold_uncertainty_score":0.8878407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393727784398594,"score_gpt":0.374517048320918,"score_spread":0.2351442698810586,"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."}}