{"id":"W3153071754","doi":"10.4324/9781003053408-10","title":"Developing the Relational Dimension of Participatory Design Through Creativity-Based Methods","year":2021,"lang":"en","type":"book","venue":"","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Université de Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Opetushallitus","keywords":"Dimension (graph theory); Creativity; Citizen journalism; Computer science; Participatory design; Sociology; Psychology; Engineering; Mathematics; Social psychology; World Wide Web; Operations management","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":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02179442,0.0002526426,0.0005627062,0.00009478724,0.0007766366,0.00005563394,0.0004458337,0.0004399709,0.001677724],"category_scores_gemma":[0.00976662,0.0001873932,0.0001982571,0.0003947285,0.001472147,0.0001904128,0.0001705085,0.0005914826,0.00003991749],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007603792,"about_ca_system_score_gemma":0.01615652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002512471,"about_ca_topic_score_gemma":0.0001586133,"domain_scores_codex":[0.9792359,0.01759051,0.0005955425,0.0004489275,0.001545057,0.0005841017],"domain_scores_gemma":[0.9783446,0.01997102,0.0003596613,0.0004783481,0.0006907493,0.0001555738],"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":[0.00003929167,0.00005871515,0.0001391222,0.00007176448,0.0001394744,0.00001112538,0.006204011,0.0001895202,0.0004041686,0.9781942,0.009910823,0.004637762],"study_design_scores_gemma":[0.0002907296,0.00009358396,0.0003825007,0.0004608053,0.0001782544,3.956924e-7,0.001182476,0.001481461,0.01677167,0.1281344,0.8505079,0.0005158478],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00003974772,0.0005202764,0.7152692,0.0008567612,0.0002061619,0.0005279024,0.000005806225,0.00005287441,0.2825213],"genre_scores_gemma":[0.0003589136,0.00008330589,0.7434052,0.0004931251,0.0001916827,0.0001287788,0.0000188085,0.0000406014,0.2552796],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8500598,"threshold_uncertainty_score":0.9992349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9057822477672549,"score_gpt":0.6946707019813009,"score_spread":0.211111545785954,"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."}}