{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007344633,0.00004090355,0.0001137305,0.0001032096,0.0001181111,0.00009401706,0.00009839839,0.0000233508,0.000006432142],"category_scores_gemma":[0.00001545006,0.00002841547,0.0000141909,0.0001458169,0.00001730025,0.00009372234,0.00006474129,0.00004825585,0.000001231582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001290306,"about_ca_system_score_gemma":0.00001826448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.98666e-7,"about_ca_topic_score_gemma":0.000005249308,"domain_scores_codex":[0.9990252,0.00003511882,0.0004174614,0.0001033744,0.0003751928,0.00004370435],"domain_scores_gemma":[0.9995148,0.00002254347,0.0002356053,0.0000850935,0.0001252595,0.00001671561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00003956727,0.0004547306,0.009576496,0.00004036969,0.0002084785,0.00005596839,0.001395664,0.00008720443,0.001322604,0.05589463,0.008279348,0.9226449],"study_design_scores_gemma":[0.001407462,0.000554574,0.8191908,0.00004416561,0.00008201817,0.00003647773,0.1574187,0.000539921,0.002054217,0.001595927,0.01695589,0.0001198622],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934888,0.00009993032,0.004397297,0.0002059641,0.00006135387,0.00008527059,0.000003844187,0.000004955956,0.0016526],"genre_scores_gemma":[0.9986863,0.00003313454,0.001092498,0.000006039469,0.00003683434,0.000002487161,0.000001269858,0.000001271845,0.0001402191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.922525,"threshold_uncertainty_score":0.1158749,"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."}}