{"id":"W4408580613","doi":"10.34172/ijhpm.8517","title":"Learning Care Pathways Framework: A New Method to Implement, Learn, Replicate, and Scale up Care Pathways for and With the Patient","year":2025,"lang":"en","type":"article","venue":"International Journal of Health Policy and Management","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Mitacs","keywords":"Replicate; Scale (ratio); Care pathway; Critical pathways; Health care; Computer science; Psychology; Data science; Medicine; Nursing; Process management; Business; Economic growth; Geography; Economics; Cartography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.09259858,0.003608117,0.001703708,0.01339391,0.005363166,0.01298451,0.006271608,0.005131895,0.008843893],"category_scores_gemma":[0.1047007,0.001710911,0.004806056,0.00851055,0.01670784,0.01777155,0.01245324,0.00839146,0.002807911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01529279,"about_ca_system_score_gemma":0.05764516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008798542,"about_ca_topic_score_gemma":0.01434198,"domain_scores_codex":[0.8784946,0.0993069,0.007428128,0.004136184,0.009113066,0.001521117],"domain_scores_gemma":[0.8996374,0.06721059,0.005987024,0.009602443,0.01260791,0.004954475],"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":[0.0001606969,0.0003388318,0.002260568,0.00828318,0.0002655167,0.0004348145,0.03947968,0.003455427,0.001016838,0.5199022,0.03156228,0.3928399],"study_design_scores_gemma":[0.0003216047,0.0004238099,0.001504593,0.01182649,0.000363047,0.0008705598,0.01463963,0.007393628,0.0016398,0.4176234,0.543143,0.0002503881],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00291495,0.002808858,0.9422395,0.01595542,0.0008018828,0.007363376,0.0009684224,0.002226612,0.0247209],"genre_scores_gemma":[0.01083386,0.001066166,0.9796962,0.000655425,0.00005679841,0.005851667,0.000350288,0.000231535,0.001258227],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.09259858,"threshold_uncertainty_score":0.489714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.12716321791671,"score_gpt":0.5358383887351427,"score_spread":0.4086751708184327,"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."}}