{"id":"W1581781808","doi":"10.1108/itp-11-2012-0138","title":"Moving cultural information systems research toward maturity","year":2013,"lang":"en","type":"article","venue":"Information Technology and People","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Originality; Sociology; Epistemology; Construct (python library); Value (mathematics); Maturity (psychological); Diversification (marketing strategy); Cultural anthropology; Cultural analysis; Information system; Social science; Knowledge management; Computer science; Political science; Anthropology; Marketing; Business","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":[0.001401714,0.0000834245,0.0001225866,0.0007165387,0.001225972,0.000775205,0.0001893559,0.0002523263,0.0001931298],"category_scores_gemma":[0.0003815394,0.00007478968,0.00001958839,0.0009615712,0.0002267978,0.01222792,0.00008071771,0.0002393403,0.001129692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001097374,"about_ca_system_score_gemma":0.00008482001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005332241,"about_ca_topic_score_gemma":0.0001218919,"domain_scores_codex":[0.9985773,0.0001096956,0.0005067456,0.00005397414,0.0004130536,0.0003392067],"domain_scores_gemma":[0.9985834,0.00007330684,0.0002139333,0.0001286835,0.0009325475,0.00006808245],"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":[0.000005028422,0.000003221548,0.002690979,0.00008139571,0.000007412823,2.733727e-8,0.08316913,0.000007707898,0.000006948292,0.8774703,0.009483469,0.02707434],"study_design_scores_gemma":[0.0002932744,0.00004057928,0.0041809,0.00002356619,0.00000283413,0.000008151537,0.4210748,0.0007016265,0.00006848846,0.00769271,0.5657717,0.0001413384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7984208,0.0001277863,0.008414407,0.01116416,0.001186258,0.002534802,0.00004582767,0.0007786429,0.1773273],"genre_scores_gemma":[0.9989355,0.0001017079,0.0002336494,0.0001692669,0.00005539008,0.000221016,0.00008714165,0.00000198993,0.0001943424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8697776,"threshold_uncertainty_score":0.999648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010059736137498,"score_gpt":0.3476856490752875,"score_spread":0.3175850517139125,"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."}}