{"id":"W4417396800","doi":"10.1093/schizbullopen/sgaf032","title":"Attitudes Driving Regional Differences in Long-Acting Injectable Antipsychotic Utilization for Schizophrenia among Healthcare Professionals, Patients, and Caregivers (ADVANCE): Results from a Multinational Survey Study","year":2025,"lang":"en","type":"article","venue":"Schizophrenia Bulletin Open","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Affairs Canada","funders":"Teva Pharmaceutical Industries","keywords":"Schizophrenia (object-oriented programming); Multinational corporation; Antipsychotic; Health care; Healthcare system; Human factors and ergonomics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001946746,0.0003085822,0.0002968212,0.0006586105,0.0005895681,0.0007998587,0.000366476,0.0005091158,0.001205928],"category_scores_gemma":[0.004338761,0.0003437901,0.0007500391,0.001158767,0.0003327863,0.0006417946,0.00099618,0.0006688744,0.0002640903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007051038,"about_ca_system_score_gemma":0.0007588027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03648405,"about_ca_topic_score_gemma":0.04421641,"domain_scores_codex":[0.9988631,0.0004611913,0.0001631486,0.0001779944,0.0001539395,0.0001806533],"domain_scores_gemma":[0.996325,0.0007124434,0.001696441,0.0002305615,0.0004704122,0.0005651248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002346678,0.00003200818,0.9988798,0.000006873941,0.00002022353,0.00001424576,0.000488819,0.00001032019,0.00003155744,0.000003269785,0.00006409299,0.0004253504],"study_design_scores_gemma":[0.00000308736,0.00003403955,0.9980719,0.000007821506,0.00001013746,0.00002810008,0.001699784,0.00005415689,0.00001247255,0.000003924706,0.00007184584,0.000002660253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999276,0.00005188695,0.00002648146,0.00004195699,0.000002374202,0.00001156396,0.0004207038,9.41989e-7,0.0001681405],"genre_scores_gemma":[0.99928,0.00007858614,0.0000641106,0.0000544919,0.000004996956,0.00002753951,0.0003871269,0.000001512382,0.000101558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03648405,"threshold_uncertainty_score":0.07254338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05247675581475036,"score_gpt":0.3652953645349288,"score_spread":0.3128186087201784,"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."}}