{"id":"W2213081302","doi":"","title":"Digital Ecodynamics in Small Firms: Using Information Technology to Compete","year":2015,"lang":"en","type":"article","venue":"International Conference on Information Systems","topic":"Innovation Diffusion and Forecasting","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Business; Information technology; Industrial organization; Operating system","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001548866,0.000170316,0.0002421589,0.003047713,0.00007528294,0.001855038,0.0008535743,0.0001464409,0.00007842336],"category_scores_gemma":[0.003023164,0.000146894,0.0000413868,0.001550589,0.00004453182,0.004541178,0.0002079074,0.0002096711,0.002584956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003724783,"about_ca_system_score_gemma":0.0002427576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005856201,"about_ca_topic_score_gemma":0.00002587678,"domain_scores_codex":[0.9966319,0.00004282696,0.001670972,0.0001660042,0.001260772,0.0002275077],"domain_scores_gemma":[0.995739,0.0001109186,0.0007182656,0.0003050056,0.002996559,0.0001302233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001481195,0.00005039988,0.02371696,0.00001148851,0.00001469131,0.000003213289,0.004453131,0.06591965,0.00004187739,0.8085667,0.001990946,0.09508285],"study_design_scores_gemma":[0.0009324892,0.00009497005,0.001120883,0.0001387186,0.000001145053,0.00004609816,0.01664674,0.8538332,0.00002157146,0.004531917,0.1223677,0.0002645443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4750386,0.000002750851,0.1893397,0.002365052,0.003869705,0.0006799623,0.0002123298,0.0001536434,0.3283383],"genre_scores_gemma":[0.9977874,6.93534e-7,0.0009351731,0.0006316114,0.00005672647,0.00002999727,0.0001267616,0.000004806962,0.0004268441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8040348,"threshold_uncertainty_score":0.9991812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1683089040035051,"score_gpt":0.3727645981451039,"score_spread":0.2044556941415988,"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."}}