{"id":"W4417279111","doi":"10.3389/fmed.2025.1725491","title":"Clinical pharmacist-led interventions and their impact on outcomes in patients with bipolar I disorder: a systematic review and meta-analysis","year":2025,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Khalid University","keywords":"Psychological intervention; MEDLINE; Identification (biology); Systematic review; Intervention (counseling)","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":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01597191,0.00295033,0.01993096,0.00774447,0.0006709564,0.003321713,0.002503264,0.002274376,0.003733878],"category_scores_gemma":[0.03641133,0.00156681,0.0393936,0.008300178,0.0007682754,0.002000869,0.00178912,0.001859046,0.0002735982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003665019,"about_ca_system_score_gemma":0.005515634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006944194,"about_ca_topic_score_gemma":0.01486096,"domain_scores_codex":[0.9892871,0.005051049,0.003269994,0.000853059,0.001254182,0.0002845161],"domain_scores_gemma":[0.9778185,0.01649674,0.003373681,0.0005558478,0.001501431,0.0002538143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001641748,0.00004715975,0.001756911,0.5251061,0.4560554,0.00007487699,0.00007933364,0.0004345009,0.0001125234,0.0001115207,0.0004008077,0.01417917],"study_design_scores_gemma":[0.0006718673,0.0002261123,0.00202036,0.04112339,0.9543003,0.00005950794,0.00004386861,0.0001666939,0.0001030126,0.0001340845,0.001130255,0.00002048352],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003334394,0.9949727,0.000431972,0.0001449475,0.0001179712,0.0004404549,0.0003205736,0.00002421184,0.0002128383],"genre_scores_gemma":[0.1113205,0.8823819,0.002592566,0.0006544432,0.0002031448,0.002019049,0.0005709224,0.00002460866,0.0002328378],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.980069,"threshold_uncertainty_score":0.08446854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03606458825435489,"score_gpt":0.3855010572336733,"score_spread":0.3494364689793184,"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."}}