{"id":"W3166656511","doi":"10.5430/jms.v12n1p36","title":"Study on Generation and Development of Social Prediction System","year":2021,"lang":"en","type":"article","venue":"Journal of Management and Strategy","topic":"Big Data Technologies and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Social system; Political system; Politics; Soul; Relation (database); Predictive modelling; Computer science; Political science; Artificial intelligence; Law; Epistemology; Data mining; Machine learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002623822,0.0003622254,0.0003152355,0.001815735,0.001301473,0.002141988,0.0007551656,0.0007291666,0.006639782],"category_scores_gemma":[0.01498779,0.0002518333,0.0006169886,0.001122485,0.001037886,0.003247593,0.001321479,0.00101527,0.0007897214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00153096,"about_ca_system_score_gemma":0.001414412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005400806,"about_ca_topic_score_gemma":0.003106354,"domain_scores_codex":[0.9987183,0.0004431001,0.00005553924,0.0003260728,0.000304297,0.0001528275],"domain_scores_gemma":[0.9932721,0.003576674,0.0006910598,0.0004929105,0.00151081,0.0004565242],"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":[0.0001303618,0.0002854444,0.3694121,0.0002250181,0.000220208,0.001264429,0.007232593,0.02154342,0.002840791,0.4145233,0.01188601,0.1704363],"study_design_scores_gemma":[0.00006567081,0.0003204985,0.1929077,0.0002072683,0.0002418895,0.001161359,0.005023886,0.4406152,0.003461289,0.3141483,0.04171535,0.0001315386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7720643,0.001644911,0.1568027,0.007545715,0.0003339009,0.000243446,0.001096791,0.0002836823,0.05998455],"genre_scores_gemma":[0.9854197,0.0004950648,0.008218112,0.0001351685,0.00007462737,0.00007458396,0.0003561366,0.00003356791,0.005193088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006639782,"threshold_uncertainty_score":0.02221227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3252389094170348,"score_gpt":0.3796087575758754,"score_spread":0.05436984815884066,"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."}}