{"id":"W7103165661","doi":"10.1080/14796708.2025.2568377","title":"Plain language summary of publication: expert consensus on the early use of long-acting injectable antipsychotics in people with bipolar I disorder","year":2025,"lang":"en","type":"article","venue":"Future Neurology","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"Canadian Institutes of Health Research; National Institutes of Health; Otsuka Pharmaceutical; Idorsia Pharmaceuticals; Sunovion; H. Lundbeck A/S; Centers for Disease Control and Prevention; Bausch Health; Eisai; National Natural Science Foundation of China; Neurocrine Biosciences; Epilepsy Society; University of Oxford; Purdue University; Novo Nordisk; Teva Pharmaceutical Industries; Gedeon Richter; Pfizer; Biogen; Sanofi; Otsuka Pharmaceutical Development and Commercialization; Johns Hopkins University; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb","keywords":"Bipolar disorder; Mood; Plain language; Treatment of bipolar disorder; Mental health; Depression (economics); Health care","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":[0.05678948,0.001591278,0.004206751,0.006774678,0.001952003,0.009917358,0.006104646,0.01086306,0.07534776],"category_scores_gemma":[0.324551,0.001445259,0.005766066,0.006928785,0.00208261,0.008884576,0.006110166,0.009996874,0.03584215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007567838,"about_ca_system_score_gemma":0.02999871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009014825,"about_ca_topic_score_gemma":0.008719752,"domain_scores_codex":[0.9213844,0.03066109,0.02571465,0.002681885,0.01683344,0.002724442],"domain_scores_gemma":[0.6811174,0.1167317,0.03499293,0.005648384,0.1559345,0.005575135],"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":[0.0001066229,0.00001109519,0.0001167671,0.02347391,0.0001048234,0.00005352546,0.0001665838,0.00004745442,0.00006018397,0.000816136,0.9383735,0.03666938],"study_design_scores_gemma":[0.0002627222,0.00004844546,0.0008264784,0.1447544,0.0003155461,0.000159777,0.0003417207,0.00005765888,0.000116185,0.001914551,0.8511425,0.0000599709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004444306,0.2237086,0.003973831,0.5143319,0.1974978,0.002429581,0.01616718,0.000386808,0.0410598],"genre_scores_gemma":[0.01079684,0.4123873,0.01292287,0.4121278,0.08258205,0.01198253,0.01898897,0.001070913,0.03714086],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07534776,"threshold_uncertainty_score":0.300335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115088307730268,"score_gpt":0.256912158699713,"score_spread":0.2454033279266862,"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."}}