{"id":"W4413366062","doi":"10.5334/ijic.nacic24071","title":"Exploration of pharmacist integration into a community-based approach for complex vulnerable patients","year":2025,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Pharmacy and Medical Practices","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pharmacist; Integrated care; Nursing; Medicine; Process management; Health care; Business; Pharmacy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001385869,0.0001825499,0.0003142346,0.0004414216,0.0002365011,0.00003974062,0.0007165515,0.0001740975,0.0001633979],"category_scores_gemma":[0.001276982,0.0001507628,0.0002098367,0.0002607279,0.0001783172,0.0006147504,0.00004497649,0.001549115,0.000002755305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000425174,"about_ca_system_score_gemma":0.0005542725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000117082,"about_ca_topic_score_gemma":0.00001868109,"domain_scores_codex":[0.9974649,0.001048862,0.0008423289,0.0001226109,0.0003626077,0.0001587191],"domain_scores_gemma":[0.9940342,0.0009680567,0.0007539279,0.0001068531,0.004027758,0.0001091505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.03283013,0.01030266,0.02077131,0.00152724,0.004561601,0.00003414478,0.02471145,0.03236347,0.2519043,0.004192976,0.1183691,0.4984315],"study_design_scores_gemma":[0.01832556,0.0008792951,0.000282006,0.0003637452,0.0006493016,0.0000105275,0.01779152,0.04723676,0.4934769,0.002324362,0.4183323,0.0003277069],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3860018,0.0007306984,0.5916922,0.002740195,0.00705636,0.001003823,0.0006098407,0.00005641038,0.01010867],"genre_scores_gemma":[0.988453,0.00009283953,0.006023513,0.003864205,0.000150063,0.00003716979,0.001250029,0.00001227927,0.000116893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6024512,"threshold_uncertainty_score":0.673022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2350382276256017,"score_gpt":0.5065470552437762,"score_spread":0.2715088276181745,"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."}}