{"id":"W2891495989","doi":"10.1109/mts.2018.2857602","title":"From Good Ideas to Practical Solutions: The Changing Nature of Participation in Our Evolving Digital Landscape [Guest Editorial]","year":2018,"lang":"en","type":"article","venue":"IEEE Technology and Society Magazine","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Special section; Section (typography); Computer science; Engineering ethics; Management science; Engineering; Political science; Engineering physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006295654,0.0001313171,0.0001889809,0.0002449663,0.0003319859,0.00005799031,0.0001896145,0.0006159765,0.000006117985],"category_scores_gemma":[0.0006229484,0.0001068563,0.00003834577,0.001691769,0.0002869906,0.0004535978,0.0003004684,0.0005980705,0.00004886682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002932372,"about_ca_system_score_gemma":0.00002732473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001064589,"about_ca_topic_score_gemma":0.00003296962,"domain_scores_codex":[0.9990432,0.000009010239,0.000249255,0.0002458314,0.0001342701,0.0003183797],"domain_scores_gemma":[0.999347,0.00005560316,0.0001451976,0.0001797455,0.0002660739,0.000006343931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001232913,0.0005491136,0.1069214,0.0001096182,0.0003448832,0.00001032497,0.006618749,0.000004378203,0.005052104,0.4446572,0.4296748,0.005934122],"study_design_scores_gemma":[0.00444797,0.0003125181,0.1587075,0.0005912164,0.0003158439,0.00001230102,0.08316384,0.005595936,0.007051968,0.5061546,0.231739,0.001907321],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670316,0.0001263364,0.00157577,0.0191684,0.009302998,0.0003579491,0.00000782196,0.0002486625,0.002180466],"genre_scores_gemma":[0.9857526,0.000007533578,0.0007738997,0.0005879664,0.01273581,0.0000547166,0.00001393026,0.00001112806,0.00006237004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1979358,"threshold_uncertainty_score":0.4750975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01447659696527209,"score_gpt":0.281020417234446,"score_spread":0.2665438202691739,"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."}}