{"id":"W4389510948","doi":"10.2139/ssrn.4659033","title":"Transparency in Design Science Research","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Transparency (behavior); Design science research; Accounting; Business; Computer science; Political science; Computer security; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1120759,0.001043313,0.002912656,0.007134049,0.005721855,0.01991582,0.001888614,0.009546617,0.009825354],"category_scores_gemma":[0.2595579,0.002107498,0.001546391,0.005371307,0.04417293,0.02919025,0.01028193,0.01351481,0.001600595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008102896,"about_ca_system_score_gemma":0.01249305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500659,"about_ca_topic_score_gemma":0.000734945,"domain_scores_codex":[0.8291005,0.1220016,0.007926549,0.008538693,0.02997112,0.002461565],"domain_scores_gemma":[0.4189905,0.5065349,0.01265915,0.04646235,0.01231581,0.003037188],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001508957,0.00001585753,0.0002036761,0.0001149865,0.00001524784,0.00001909535,0.0008292186,0.0003408284,0.0000363527,0.9899687,0.001340661,0.007100276],"study_design_scores_gemma":[0.00001389274,0.000006794911,0.0000706967,0.0001043143,0.000007410799,0.00001620046,0.0001308753,0.000597464,0.00009493714,0.995358,0.003593959,0.000005389553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02368785,0.01757324,0.4865951,0.1403685,0.003123817,0.000473207,0.0002880706,0.0004405107,0.3274496],"genre_scores_gemma":[0.9008023,0.004662527,0.06844131,0.007220217,0.002292365,0.001116409,0.0001339166,0.0002812202,0.01504974],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8879241,"threshold_uncertainty_score":0.5927212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2315368947635184,"score_gpt":0.4879986768845726,"score_spread":0.2564617821210542,"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."}}