{"id":"W2801129086","doi":"10.1177/0002764218772672","title":"Arts and Mixed Methods Research: An Innovative Methodological Merger","year":2018,"lang":"en","type":"article","venue":"American Behavioral Scientist","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"The arts; Transformative learning; Conceptual blending; Sociology; Conceptual framework; Social integration; Epistemology; Data science; Computer science; Management science; Psychology; Social science; Visual arts; Engineering; Pedagogy; Art; Cognition","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2982548,0.001461499,0.002717407,0.01681457,0.01030302,0.03567562,0.005290335,0.009828171,0.002987367],"category_scores_gemma":[0.1965269,0.001905595,0.001898013,0.01492924,0.09465957,0.03210422,0.03049693,0.01261231,0.0006658128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01117447,"about_ca_system_score_gemma":0.02443524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002300585,"about_ca_topic_score_gemma":0.003168823,"domain_scores_codex":[0.5364738,0.4121452,0.01406014,0.01042015,0.02476466,0.002136201],"domain_scores_gemma":[0.6056359,0.3321159,0.009180213,0.03592761,0.0132434,0.003896938],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002019088,0.00004377611,0.0006577388,0.00061779,0.00005476906,0.0001271569,0.01900812,0.0001672596,0.000186918,0.9510202,0.001240239,0.02685583],"study_design_scores_gemma":[0.00008220454,0.0001205804,0.0005166902,0.003252972,0.00007159369,0.0004720401,0.01648712,0.001980621,0.00037447,0.8833597,0.09321786,0.00006407777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.009337026,0.03089845,0.7802156,0.1264407,0.004141852,0.002569535,0.0001122842,0.0002560253,0.04602865],"genre_scores_gemma":[0.2295838,0.01157445,0.7246578,0.01798032,0.003444526,0.008847759,0.00008831383,0.0002117926,0.003611294],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7017453,"threshold_uncertainty_score":0.8653768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9270085133503567,"score_gpt":0.7910406550582494,"score_spread":0.1359678582921073,"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."}}