{"id":"W1929036661","doi":"10.15402/esj.v1i1.41","title":"Towards a Better Future for Canadians with Bipolar Disorder: Principles and Implementation of a Community-Based Participatory Research Model","year":2015,"lang":"en","type":"article","venue":"Engaged Scholar Journal Community-Engaged Research Teaching and Learning","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Community-based participatory research; Psychosocial; Bipolar disorder; Participatory action research; Mental health; Psychological intervention; Psychology; Citizen journalism; Sociology; Psychiatry; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5959432,0.0002764295,0.0004855173,0.0009349443,0.1650237,0.0003555677,0.0003304748,0.0001822529,0.0000081472],"category_scores_gemma":[0.07250164,0.0002138694,0.0000933108,0.0003799623,0.000473101,0.0003891182,0.0002244103,0.3820151,9.088519e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003127508,"about_ca_system_score_gemma":0.001284574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0130191,"about_ca_topic_score_gemma":0.00906709,"domain_scores_codex":[0.5509734,0.4472111,0.0003106459,0.0001364869,0.0007801985,0.0005881788],"domain_scores_gemma":[0.9570869,0.04037321,0.000148325,0.0005568349,0.000998468,0.0008362517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008654497,0.0007652916,0.1252034,0.0006257299,0.0004178458,0.00001626732,0.7944441,0.0008105203,0.001938671,0.00007355778,0.000261738,0.07457738],"study_design_scores_gemma":[0.006439068,0.004230923,0.04009458,0.0003302929,0.0001328872,0.0001233606,0.9114068,0.003076764,0.00022755,0.0002342065,0.03348655,0.0002170733],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888743,0.00484453,0.001904318,0.003303661,0.00002670175,0.0007895036,0.00002555793,0.00004693855,0.0001845486],"genre_scores_gemma":[0.9881099,0.0001905854,0.01106373,0.0001290257,0.0001327385,0.00009976886,0.00009378976,0.00007803853,0.0001024524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5234416,"threshold_uncertainty_score":0.9935533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2878624349380798,"score_gpt":0.4434404959032185,"score_spread":0.1555780609651388,"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."}}