{"id":"W4283460503","doi":"10.36510/learnland.v15i1.1071","title":"How the Reflexive Process Was Supported by Arts-Based Activities: A Doctoral Student's Research Journey","year":2022,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Art Therapy and Mental Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Reflexivity; The arts; Qualitative research; Work (physics); Pedagogy; Lived experience; Sociology; Psychology; Visual arts; Psychotherapist; Social science; Art; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001242349,0.0001550134,0.0001846472,0.0001163492,0.004550987,0.0004885828,0.0003759086,0.00002762251,0.003362541],"category_scores_gemma":[0.00002568921,0.000105992,0.00007331932,0.0001072559,0.0001876798,0.0002193126,0.000102902,0.001164252,0.00001707057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116829,"about_ca_system_score_gemma":0.0001455868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001494976,"about_ca_topic_score_gemma":0.0006400511,"domain_scores_codex":[0.9975823,0.000670407,0.0001681791,0.0002703524,0.0007784598,0.0005303125],"domain_scores_gemma":[0.9992558,0.0002675233,0.0001257963,0.0001770603,0.00008145624,0.00009241418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00158111,0.001849546,0.02729204,0.0003190887,0.0003291996,0.00009446606,0.8224657,0.001417973,0.001328688,0.01539496,0.1202409,0.007686367],"study_design_scores_gemma":[0.0006441073,0.0007708436,0.0001309198,0.0000196795,0.00000987434,0.000004234937,0.1937274,0.0003194759,0.0002794634,0.0001306104,0.8038208,0.0001426033],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982667,0.000521033,0.00001168943,0.00820887,0.0003254972,0.0004179029,0.000047555,0.000144356,0.007656155],"genre_scores_gemma":[0.9456633,0.00002084831,0.000005126585,0.0005758223,0.0003669339,0.0002214425,0.00010022,0.00003296824,0.05301335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6835799,"threshold_uncertainty_score":0.9975485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1659157663795651,"score_gpt":0.4153281876652302,"score_spread":0.2494124212856652,"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."}}