{"id":"W1969019199","doi":"10.1057/jit.2015.11","title":"Avoiding Methodological Overdose: A Declaration for Independent Ends","year":2015,"lang":"en","type":"article","venue":"Journal of Information Technology","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Declaration; Information systems security; Strategic information system; Soft systems methodology; Computer science; Information system; Computer security; Management information systems; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007639206,0.00006050258,0.0001655536,0.0005396995,0.0003500807,0.0001004761,0.0001975528,0.0001948266,0.00003397932],"category_scores_gemma":[0.004771563,0.00005083989,0.0000622171,0.0003594407,0.00007179234,0.002635492,0.00002386501,0.0001984965,0.00001777382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002708533,"about_ca_system_score_gemma":0.0003023759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001633695,"about_ca_topic_score_gemma":0.000009863026,"domain_scores_codex":[0.9983999,0.0001988384,0.0008166473,0.00003082486,0.0003894342,0.0001644094],"domain_scores_gemma":[0.9974982,0.0001917249,0.00107438,0.0000602927,0.001102188,0.00007320211],"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":[0.0001072317,0.00001033593,0.0003141388,0.0000118688,0.00002119048,3.656492e-7,0.02290469,0.0001341007,0.000077547,0.9060764,0.004370446,0.06597167],"study_design_scores_gemma":[0.001673815,0.0004406176,0.0001106827,0.00002219499,0.00001734412,0.0000807708,0.1974481,0.0002945351,0.002329819,0.09937021,0.698095,0.0001168486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02845838,0.00004662761,0.9598809,0.002958952,0.0008658569,0.0003134016,0.000005946692,0.00005476421,0.007415179],"genre_scores_gemma":[0.9414762,0.00004707403,0.0577882,0.0003527843,0.0002179523,0.00002140754,0.00001242675,0.000003145768,0.00008083625],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9130178,"threshold_uncertainty_score":0.5712351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1879800849197986,"score_gpt":0.4299763616951605,"score_spread":0.2419962767753619,"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."}}