{"id":"W3087536037","doi":"10.1136/medhum-2020-011845","title":"The rationales for and challenges with employing arts-based health services research (ABHSR): a qualitative systematic review of primary studies","year":2020,"lang":"en","type":"review","venue":"Medical Humanities","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; University of Toronto","funders":"","keywords":"Qualitative research; Photovoice; The arts; Sociology; CLARITY; Health services research; Focus group; Citizen journalism; Thematic analysis; Health care; Participatory action research; Public relations; Medical education; Psychology; Medicine; Social science; Nursing; Public health; Computer science; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.05822785,0.0002551375,0.00283422,0.0001403614,0.001719974,0.00009493968,0.000708758,0.000113626,0.00001012607],"category_scores_gemma":[0.01538307,0.0001360393,0.0001788641,0.0003097602,0.003890561,0.0001071356,0.0001676724,0.0004986391,0.00000363754],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000401869,"about_ca_system_score_gemma":0.005806752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009550525,"about_ca_topic_score_gemma":0.002154988,"domain_scores_codex":[0.9734991,0.02100945,0.001145588,0.0003712444,0.003399573,0.0005750174],"domain_scores_gemma":[0.9457278,0.05202654,0.000670716,0.0002640047,0.001037677,0.0002733204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000008194948,0.00002144686,5.352964e-8,0.8445894,0.0002530991,0.000002901237,0.05970183,1.787746e-9,1.693564e-9,0.04818059,0.00009639333,0.0471461],"study_design_scores_gemma":[0.00005607761,0.0002230222,1.031919e-7,0.5074921,0.0001401465,4.085975e-7,0.0786685,0.000001054355,3.366612e-8,0.0006541978,0.4126887,0.00007571972],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[6.398567e-7,0.990081,0.00004885515,0.004592305,0.00004712485,0.004619801,0.00003824147,0.00003191088,0.0005401266],"genre_scores_gemma":[0.00000150367,0.9947793,0.0003114805,0.0006241234,0.0001971269,0.003890438,0.0000171546,0.00002989721,0.0001489292],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4125923,"threshold_uncertainty_score":0.9998294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9567754510301528,"score_gpt":0.7791262383627819,"score_spread":0.1776492126673709,"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."}}