{"id":"W4413363650","doi":"10.5334/ijic.nacic24202","title":"Upstream Population Health for Clinical Pathways - Lower Limb Preservation","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Medicine; Health care; Physical medicine and rehabilitation; Environmental health; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003589586,0.0004126736,0.0002401531,0.0008583263,0.004675429,0.004840089,0.001594414,0.003546481,0.1033349],"category_scores_gemma":[0.01021317,0.0004114614,0.000693389,0.0008278638,0.001321059,0.001389681,0.00658414,0.003824652,0.01267646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0225786,"about_ca_system_score_gemma":0.1429941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3871814,"about_ca_topic_score_gemma":0.6925355,"domain_scores_codex":[0.9960472,0.0006444853,0.000117027,0.0003197421,0.001501434,0.001369985],"domain_scores_gemma":[0.98399,0.0007297635,0.0004476914,0.0003936965,0.00432516,0.01011367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001040083,0.0002402498,0.01798223,0.0003443074,0.00003610051,0.0005292553,0.001613666,0.0002124038,0.0008207705,0.04652072,0.7880222,0.143574],"study_design_scores_gemma":[0.0001602632,0.0001433734,0.03355969,0.0007762071,0.00002737062,0.0002483958,0.001290581,0.0004411395,0.0003221692,0.00853403,0.9544645,0.00003222781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01493092,0.003984776,0.007666571,0.4220255,0.003636115,0.00208132,0.004614776,0.0009784675,0.5400814],"genre_scores_gemma":[0.2234106,0.005740879,0.02376952,0.1609694,0.001515647,0.002137099,0.005904085,0.0005396194,0.5760131],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3871814,"threshold_uncertainty_score":0.7698556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0569340774712847,"score_gpt":0.4302661536674929,"score_spread":0.3733320761962082,"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."}}