{"id":"W4411124040","doi":"10.37506/y7fh4346","title":"Psychometric  validation of the Bengali version of the 10 item MARS(Medication Adherence Rating Scale) among bipolar disorder patients, Kolkata West Bengal.","year":2025,"lang":"en","type":"article","venue":"Indian Journal of Public Health Research & Development","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Bengali; Rating scale; West bengal; Bipolar disorder; BENGAL; Scale (ratio); Medicine; Psychiatry; Mars Exploration Program; Psychology; Clinical psychology; Geography; Cartography; Artificial intelligence; Computer science; Mood; Developmental psychology; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001742408,0.0004022229,0.0004176509,0.001052643,0.0007342481,0.0007835919,0.0005890171,0.0003157682,0.002935013],"category_scores_gemma":[0.004043831,0.0003550471,0.0005614322,0.001247884,0.0005548767,0.0004412748,0.0008164568,0.0005277404,0.0009805968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097845,"about_ca_system_score_gemma":0.0009960158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01462107,"about_ca_topic_score_gemma":0.02298872,"domain_scores_codex":[0.9989499,0.0003196865,0.0001745788,0.0001107536,0.0003282394,0.0001168864],"domain_scores_gemma":[0.9983312,0.0003866032,0.0004867902,0.0001571024,0.0005118655,0.0001264331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007375742,0.00070314,0.8497002,0.0006226111,0.0003766577,0.0008351568,0.01631889,0.0004685853,0.007411883,0.0005329539,0.003319489,0.1189729],"study_design_scores_gemma":[0.00004885177,0.0004861173,0.9897547,0.0001057963,0.00007862534,0.0005317338,0.003855726,0.0003616958,0.0007278767,0.00008270339,0.00393798,0.00002827099],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935642,0.0006086515,0.0004318591,0.0004111478,0.00005613181,0.0002851854,0.001113071,0.00002228931,0.003507451],"genre_scores_gemma":[0.9947476,0.0004921073,0.001238861,0.0001427604,0.00002938516,0.0003791054,0.001038602,0.00001158317,0.00192002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01462107,"threshold_uncertainty_score":0.02907193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07044292679349563,"score_gpt":0.3716902874816571,"score_spread":0.3012473606881615,"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."}}