{"id":"W3159790649","doi":"10.1186/s40900-021-00266-1","title":"Patient oriented research in mental health: matching laboratory to life and beyond in Canada","year":2021,"lang":"en","type":"article","venue":"Research Involvement and Engagement","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Active listening; Mental health; Psychology; Popularity; Medical education; Stigma (botany); Medicine; Psychotherapist; Psychiatry; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0148417,0.000235125,0.0004198723,0.0007890198,0.001965361,0.00003786253,0.0001655612,0.00008839447,0.0002661862],"category_scores_gemma":[0.0001960615,0.0002339437,0.0000172891,0.001673633,0.00008376728,0.0001457703,0.001364917,0.002292002,0.00003998335],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00569709,"about_ca_system_score_gemma":0.008122113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6583755,"about_ca_topic_score_gemma":0.9264562,"domain_scores_codex":[0.9867547,0.006839896,0.001193354,0.0008202074,0.002143881,0.002247942],"domain_scores_gemma":[0.9966688,0.001038409,0.00009739969,0.00041986,0.0004071772,0.00136833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007017448,0.001257527,0.7411582,0.007536093,0.00006327362,0.0002979585,0.1171876,0.00005748433,0.0008744798,0.00862301,0.09286902,0.0293736],"study_design_scores_gemma":[0.004546549,0.00127431,0.0478952,0.003878981,0.000002230588,5.940822e-7,0.539848,0.000350971,0.0003388851,0.001053902,0.4003265,0.0004838872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975668,0.003395905,0.000005819187,0.01459586,0.0006174101,0.003726849,0.0001440245,0.00001464174,0.00183145],"genre_scores_gemma":[0.9828751,0.003529347,0.0005234503,0.01115003,0.0001002841,0.001201983,0.0002967287,0.00003618473,0.0002868586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.693263,"threshold_uncertainty_score":0.9993339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3846299148241451,"score_gpt":0.4943836776283771,"score_spread":0.109753762804232,"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."}}