{"id":"W4415582615","doi":"10.18432/ari29848","title":"A Journey in the Land where Art, Design, and Research Intersect","year":2025,"lang":"en","type":"article","venue":"Art/Research International A Transdisciplinary Journal","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Section (typography); Key (lock); Ethnography; Qualitative research; Reflective practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01178778,0.0001639376,0.0002031931,0.001623451,0.001889023,0.00140993,0.001057345,0.00006134035,0.003856847],"category_scores_gemma":[0.0003337863,0.0001057823,0.0000959182,0.0004119096,0.001543061,0.0005553337,0.0002646651,0.002506278,0.0002982612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002022882,"about_ca_system_score_gemma":0.0003549208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000447999,"about_ca_topic_score_gemma":0.001272171,"domain_scores_codex":[0.994453,0.002256981,0.0004533483,0.0003302726,0.001728462,0.0007779241],"domain_scores_gemma":[0.9960741,0.002541386,0.0000427659,0.0002023309,0.0009721385,0.0001673136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001472897,0.0007874393,0.004960903,0.00007869502,0.0002924825,0.0009472135,0.1356955,0.00008197781,0.0001571353,0.4336427,0.4149972,0.006885916],"study_design_scores_gemma":[0.002435928,0.001121798,0.008007858,0.0009521951,0.00001813488,0.0004620721,0.1830302,0.005314495,0.00004312613,0.1811006,0.6172392,0.000274354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1140529,0.001775548,0.006721746,0.1049991,0.0004139741,0.001028338,0.00003828219,0.00002664485,0.7709435],"genre_scores_gemma":[0.9504201,0.001000169,0.0001717239,0.0001308938,0.0006199557,0.0001022137,0.000008049866,0.00001622416,0.04753069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8363671,"threshold_uncertainty_score":0.999795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1968187641253485,"score_gpt":0.4453781185142418,"score_spread":0.2485593543888933,"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."}}