{"id":"W3214199151","doi":"10.1080/14780887.2021.1996663","title":"When do arts-based methodologies work?: a case illustration involving newcomer experiences and knowledge-production in community-based research","year":2021,"lang":"en","type":"article","venue":"Qualitative Research in Psychology","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ambrose University; Booth University College","funders":"Ambrose University","keywords":"Metaphor; The arts; Focus group; General partnership; Sociology; Social work; Meaning (existential); Psychology; Visual arts; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0377845,0.0008767091,0.0007156023,0.003310366,0.03094856,0.01635714,0.003747444,0.007331161,0.004264977],"category_scores_gemma":[0.0326325,0.0007862067,0.000927944,0.004170039,0.0371211,0.01235912,0.0167043,0.005741216,0.0008651587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006441305,"about_ca_system_score_gemma":0.00675641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005940917,"about_ca_topic_score_gemma":0.01495493,"domain_scores_codex":[0.9492877,0.04339,0.000662979,0.001604908,0.002431923,0.002622533],"domain_scores_gemma":[0.9559599,0.03428227,0.002276536,0.002792626,0.001403876,0.003284757],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005146291,0.0001496231,0.002233422,0.000294535,0.000009544671,0.01021533,0.9436863,0.0001077685,0.0006334228,0.0276324,0.001060082,0.01392601],"study_design_scores_gemma":[0.00002328705,0.0001197821,0.001207109,0.0005157581,0.00001546114,0.004956646,0.921811,0.0003262041,0.0007106771,0.008195148,0.06208802,0.00003092079],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7666376,0.004967209,0.04983966,0.04807959,0.0007935836,0.001408817,0.0001322642,0.0001804997,0.1279607],"genre_scores_gemma":[0.9751534,0.001830298,0.01348069,0.00153661,0.0001442449,0.0004744029,0.00002412997,0.000082912,0.007273255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9622155,"threshold_uncertainty_score":0.1998259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.974652270341192,"score_gpt":0.8221735566234346,"score_spread":0.1524787137177573,"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."}}