{"id":"W4382058641","doi":"10.3389/frhs.2023.1127725","title":"Increasing access to specialist care with group medical visits: summary of a pilot in a post-crisis psychiatric clinic","year":2023,"lang":"en","type":"article","venue":"Frontiers in Health Services","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Mood; Patient Health Questionnaire; Anxiety; Demographics; Psychiatry; Primary care; Depression (economics); Family medicine; Depressive symptoms; Demography","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":[],"consensus_categories":[],"category_scores_codex":[0.001283714,0.0002718,0.0007344834,0.001252633,0.0001569301,0.00003972891,0.0007901469,0.0001739146,0.0002618149],"category_scores_gemma":[0.00001115214,0.0002406775,0.00005117053,0.002951564,0.00003656977,0.0002759781,0.0001891344,0.0003527336,0.00005100412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003230681,"about_ca_system_score_gemma":0.0002167287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06635392,"about_ca_topic_score_gemma":0.05173378,"domain_scores_codex":[0.9961103,0.0006325639,0.001169633,0.0006653376,0.0005753529,0.0008467784],"domain_scores_gemma":[0.9985085,0.0001858761,0.0003759407,0.0004282808,0.00004348033,0.0004579965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003647352,0.0005033767,0.9406453,0.003938517,0.00003793964,0.0001048843,0.01034835,0.000004448732,2.797388e-7,0.00003520114,0.007742635,0.03299176],"study_design_scores_gemma":[0.003318777,0.001807078,0.9580936,0.001651351,0.00001524134,0.000007298753,0.03257872,0.00004668619,0.000001045001,0.0001114671,0.002130556,0.0002381628],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817272,0.005837218,0.00001719718,0.006555204,0.002648651,0.0016759,0.0001047099,0.00009378599,0.001340136],"genre_scores_gemma":[0.9867679,0.0009068858,0.001703872,0.009608004,0.0002997951,0.0002522814,0.0003660142,0.00005291207,0.00004227826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03275359,"threshold_uncertainty_score":0.9814542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246562151287143,"score_gpt":0.3861885571039465,"score_spread":0.3615323419752322,"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."}}