{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001536344,0.00113734,0.000721417,0.001851073,0.0008275203,0.004067674,0.001588401,0.001597474,0.0049231],"category_scores_gemma":[0.002850685,0.0005159724,0.001254127,0.001439292,0.00276347,0.003772389,0.001612346,0.002344896,0.0007020212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002932202,"about_ca_system_score_gemma":0.002028827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006800571,"about_ca_topic_score_gemma":0.004151963,"domain_scores_codex":[0.9989838,0.0003941024,0.00004692754,0.00014567,0.00033194,0.00009758263],"domain_scores_gemma":[0.9987727,0.0005948118,0.000156518,0.0001659909,0.0002153476,0.00009449264],"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":[0.000006224562,0.00001439809,0.000202665,0.00004521571,0.00001382201,0.0000430697,0.0003491525,0.09077295,0.0003982278,0.9046987,0.0002263178,0.003229253],"study_design_scores_gemma":[0.00001865484,0.00003206827,0.0002032044,0.00003746502,0.0000172638,0.0000406637,0.0001787371,0.4751524,0.0002742013,0.511441,0.01258263,0.00002165013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01302337,0.0003473992,0.9511954,0.0008861672,0.00005307661,0.0001576681,0.000189107,0.0001410042,0.03400681],"genre_scores_gemma":[0.6116371,0.0009782659,0.3719399,0.0002709244,0.0001144853,0.001126353,0.0002926214,0.0001186316,0.01352173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006800571,"threshold_uncertainty_score":0.02127475,"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."}}