{"id":"W4284686121","doi":"10.31234/osf.io/pe6ry","title":"The high impact of low intensity: Effectiveness of the BounceBack® program for depression and anxiety in Ontario","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Canadian Mental Health Association","funders":"","keywords":"Anxiety; Depression (economics); Mental health; Intervention (counseling); Clinical psychology; Psychology; Repeated measures design; Psychiatry; Patient Health Questionnaire; Medicine; Depressive symptoms","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":[0.000713928,0.0002414095,0.0003108238,0.0003203865,0.002176345,0.000635491,0.0006576019,0.0002360827,0.00278062],"category_scores_gemma":[0.002202636,0.0002071844,0.0003879991,0.0006581967,0.0006503828,0.0002357691,0.0007516189,0.000376654,0.0001331899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03085708,"about_ca_system_score_gemma":0.05997095,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9736567,"about_ca_topic_score_gemma":0.9927343,"domain_scores_codex":[0.9991025,0.0001547204,0.0000269311,0.0000507529,0.0003558901,0.0003093016],"domain_scores_gemma":[0.9988613,0.0001131422,0.0001478918,0.00003463467,0.0002657041,0.0005773772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01545407,0.01336301,0.248042,0.003463099,0.0004714873,0.0009453106,0.01900001,0.002474649,0.01332693,0.001610011,0.02621043,0.655639],"study_design_scores_gemma":[0.001640121,0.004303424,0.9740569,0.0002815907,0.0002361446,0.00007263344,0.004988631,0.0007736632,0.0008742753,0.0001794297,0.0125487,0.00004444789],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914676,0.0007511507,0.00009348547,0.001114213,0.00002333469,0.0004666123,0.0002829143,0.0000198502,0.005780841],"genre_scores_gemma":[0.9929494,0.001400621,0.0006535362,0.0002792406,0.00002042591,0.0002525682,0.0002489612,0.000009355114,0.004185852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03085708,"threshold_uncertainty_score":0.2238849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04785322121714095,"score_gpt":0.437397845585332,"score_spread":0.389544624368191,"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."}}