{"id":"W4396520848","doi":"10.1016/j.dss.2024.114236","title":"Transparency in design science research","year":2024,"lang":"en","type":"article","venue":"Decision Support Systems","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Transparency (behavior); Openness to experience; Design science research; Computer science; Space (punctuation); Process (computing); Open science; Management science; Data science; Engineering ethics; Political science; Engineering; Information system; Computer security; Psychology; Mathematics; Law; Social psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0279676,0.00007545094,0.0001436812,0.001010292,0.000786376,0.001024257,0.0004352664,0.00007089348,0.0006504933],"category_scores_gemma":[0.0004326022,0.00006476,0.00003473412,0.003032291,0.0003567321,0.001463806,0.00003135796,0.0001554312,0.001183376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004386241,"about_ca_system_score_gemma":0.001322224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001824431,"about_ca_topic_score_gemma":0.0002224081,"domain_scores_codex":[0.9959575,0.0004470754,0.0006906778,0.0002772434,0.00208896,0.000538556],"domain_scores_gemma":[0.998467,0.000738429,0.0000462236,0.0002133792,0.0003966889,0.0001383265],"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":[0.00003599308,0.00002363743,0.000924662,0.0000831875,0.000005671822,0.00005165676,0.1401437,0.0001681676,0.0003273957,0.7520992,0.03562608,0.07051072],"study_design_scores_gemma":[0.0002210185,0.00009005814,0.0005400545,0.0003147878,0.000002238478,0.00001104044,0.08557891,0.002482873,0.0001241684,0.005998455,0.9044697,0.0001667461],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08718657,0.001180722,0.4327336,0.001030644,0.01489414,0.004335091,0.0000509588,0.0004579982,0.4581303],"genre_scores_gemma":[0.9970158,0.00006577811,0.0003516346,0.00001560578,0.0001953829,0.00009487295,0.000004555053,0.000008110324,0.002248271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9098292,"threshold_uncertainty_score":0.9995943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.245152589560831,"score_gpt":0.5202787027126053,"score_spread":0.2751261131517743,"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."}}