{"id":"W4416957810","doi":"10.54254/2753-7064/2025.ht30107","title":"Cracked Mirrors: Deconstructing Bipolar Disorder Through a Cultural Lens","year":2025,"lang":"","type":"article","venue":"Communications in Humanities Research","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Context (archaeology); Mental health; Bipolar disorder; Indigenous; Mental illness; Cultural diversity; Affect (linguistics); Clinical Practice","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001774909,0.0004646732,0.0007150195,0.001307887,0.003385477,0.000436451,0.002457783,0.0003686622,0.0009733651],"category_scores_gemma":[0.001287553,0.0004616607,0.0002534976,0.002397189,0.004907333,0.000788909,0.002882049,0.003298987,0.0003132889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065039,"about_ca_system_score_gemma":0.001058804,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01086605,"about_ca_topic_score_gemma":0.04375699,"domain_scores_codex":[0.9936905,0.002325489,0.001189548,0.0006970327,0.0007629954,0.001334455],"domain_scores_gemma":[0.9912865,0.002531307,0.0001411281,0.004699891,0.001250905,0.00009025073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000181235,0.004033751,0.4467319,0.001028536,0.001000547,0.00001007056,0.04821922,0.000003634475,0.0001932461,0.4028993,0.001667326,0.09403124],"study_design_scores_gemma":[0.003438827,0.0002733638,0.04648093,0.002103742,0.0002047097,0.00002253384,0.1311921,0.0006776091,0.0001247875,0.01222392,0.8028311,0.0004262943],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08426932,0.595249,0.00004783514,0.00777065,0.0003585845,0.002229873,0.00008310835,0.0001004425,0.3098912],"genre_scores_gemma":[0.8296676,0.1535504,0.002580884,0.0001429489,0.00005965495,0.0006907506,0.0002427227,0.00005614194,0.0130089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8011638,"threshold_uncertainty_score":0.9999399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3308705461793653,"score_gpt":0.4888767903331834,"score_spread":0.1580062441538181,"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."}}