{"id":"W4289812863","doi":"10.54691/bcpbm.v23i.1378","title":"Exploring Life Quality Index via Education Level and Population Density","year":2022,"lang":"en","type":"article","venue":"BCP Business & Management","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Akaike information criterion; Statistics; Index (typography); Population; Mathematics; Bachelor; Econometrics; Bayesian information criterion; Geography; Computer science; Demography","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":[0.00075913,0.0003869699,0.000313467,0.001970096,0.0002138484,0.0009251349,0.0002139665,0.0002740423,0.001562842],"category_scores_gemma":[0.003335528,0.00009508186,0.0006075806,0.002078002,0.0002364172,0.0007522915,0.0005077992,0.0003084054,0.00024995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004963727,"about_ca_system_score_gemma":0.0003253893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005408644,"about_ca_topic_score_gemma":0.004980897,"domain_scores_codex":[0.999503,0.0001232492,0.00004292655,0.0001053665,0.0001646777,0.00006077921],"domain_scores_gemma":[0.9988238,0.000616349,0.0002090024,0.00006888804,0.0002080556,0.00007399925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001683188,0.0001996074,0.8609358,0.0001667306,0.0001786266,0.0001373497,0.0005991737,0.01919133,0.001871151,0.00146747,0.001020898,0.1140636],"study_design_scores_gemma":[0.00001691269,0.0002484984,0.8844698,0.00004869046,0.0001816507,0.0001690161,0.0009454057,0.1059904,0.003098567,0.002374346,0.002397167,0.00005948664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673904,0.0003935152,0.02649482,0.0001900061,0.00001463229,0.00006453089,0.001124132,0.0001526848,0.004175393],"genre_scores_gemma":[0.994524,0.000124535,0.00404359,0.00001493042,0.000005626387,0.00003991474,0.0007506584,0.000005076777,0.0004916459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005408644,"threshold_uncertainty_score":0.01075435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1957092433875088,"score_gpt":0.3587238329080197,"score_spread":0.1630145895205109,"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."}}