{"id":"W3017362657","doi":"10.5604/01.3001.0014.0456","title":"Linear ordering of objects as applied to assesing economic activity of populations in voivodships","year":2020,"lang":"en","type":"article","venue":"Wiadomości Statystyczne The Polish Statistician","topic":"Polish socio-economic development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"TOPSIS; Basis (linear algebra); Population; Feature (linguistics); Group (periodic table); Quarter (Canadian coin); Computer science; Data mining; Mathematics; Statistics; Artificial intelligence; Pattern recognition (psychology); Operations research; Geography; Medicine; Geometry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005955535,0.0002669683,0.0008632731,0.0003119662,0.0001078545,0.00004987459,0.0005058921,0.00009403266,0.0001962942],"category_scores_gemma":[0.0005275373,0.0003095007,0.00009264371,0.0003938098,0.0001418572,0.0002044395,0.0002108151,0.0002432782,0.0002750908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000440049,"about_ca_system_score_gemma":0.0002187153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007084672,"about_ca_topic_score_gemma":0.001581841,"domain_scores_codex":[0.9976086,0.00005250952,0.001242895,0.0005012139,0.0000721233,0.0005226572],"domain_scores_gemma":[0.998256,0.0002678885,0.0008121599,0.0004137569,0.00003343801,0.000216703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002824519,0.0002405214,0.03776636,0.000271904,0.0002341468,0.000009207504,0.02883748,0.02283474,0.0009076764,0.9023575,0.0021489,0.00410918],"study_design_scores_gemma":[0.005913813,0.0006340778,0.6814346,0.0002652433,0.0001018658,0.0000102195,0.007180193,0.03236185,0.007618754,0.2522405,0.009571808,0.002667018],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9461349,0.00007181538,0.01712868,0.002539682,0.0004646548,0.0008935888,0.002303933,0.00005061896,0.03041217],"genre_scores_gemma":[0.9897174,0.00001910452,0.009324304,0.0006229171,0.0001191176,0.00004288103,0.00003159555,0.00005613111,0.00006660943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6501169,"threshold_uncertainty_score":0.9999357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0993324819315035,"score_gpt":0.2994816338556513,"score_spread":0.2001491519241478,"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."}}