{"id":"W4407028831","doi":"10.46254/wc01.20240166","title":"Conception of Competitive Processes using Coarse System Dynamics Based Models","year":2024,"lang":"en","type":"article","venue":"","topic":"Business Strategy and Innovation","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Clinical Research Institute","funders":"","keywords":"Computer science; Dynamics (music); System dynamics; Artificial intelligence","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":[0.0001379096,0.0001044544,0.0001301787,0.0002094171,0.00006510993,0.0001815711,0.00006982683,0.00005655705,0.00006983387],"category_scores_gemma":[0.00001299857,0.00009052951,0.00002761128,0.001009221,0.00005273247,0.001709111,0.00002241908,0.00005756885,0.00002391997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005437171,"about_ca_system_score_gemma":0.0000820386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003282842,"about_ca_topic_score_gemma":0.00007225266,"domain_scores_codex":[0.9993492,0.000003867279,0.0002354733,0.000160708,0.0001448069,0.000105959],"domain_scores_gemma":[0.9992207,0.00002166895,0.0001040192,0.0000781558,0.00057253,0.000002914725],"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":[0.00001620462,0.00002362148,0.0001997767,0.003992495,0.00001238265,0.000003312629,0.00001038599,0.01833215,0.0005595522,0.9761122,0.00006841605,0.0006695197],"study_design_scores_gemma":[0.0001339897,0.000003556088,0.00004916168,0.0006281818,0.00003941961,0.000001003262,0.000837918,0.9961817,0.0002748531,0.001434638,0.000304953,0.0001105984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1751951,0.0001318645,0.6961427,0.0003726333,0.0007411539,0.0003692211,0.00001699122,0.0005842793,0.1264461],"genre_scores_gemma":[0.9986144,0.000001201619,0.0008054163,0.0001450091,0.0002474364,0.000006141337,0.0001044389,0.00001620748,0.00005975152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9778495,"threshold_uncertainty_score":0.3691686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751328762566804,"score_gpt":0.2411257486602023,"score_spread":0.2036124610345343,"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."}}