{"id":"W3163257182","doi":"10.22503/inftars.ii.2002.2.3","title":"A komplexitás varázsa","year":2002,"lang":"hu","type":"article","venue":"Információs Társadalom","topic":"Hungarian Social, Economic and Educational Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medicine Hat College","funders":"","keywords":"Humanities; Philosophy; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007001959,0.0003958023,0.000552713,0.0001289673,0.002353389,0.0003725583,0.0006987527,0.0003476924,0.02486746],"category_scores_gemma":[0.0004199579,0.0004302647,0.0003293256,0.0005688234,0.001025112,0.001068018,0.0001734004,0.0003967684,0.01831197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006307203,"about_ca_system_score_gemma":0.0003551973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003689775,"about_ca_topic_score_gemma":0.001480011,"domain_scores_codex":[0.9969037,0.000107181,0.0008241902,0.0004668524,0.0005806793,0.001117456],"domain_scores_gemma":[0.9982095,0.0003765067,0.0003872847,0.0003853294,0.0002042932,0.0004370942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001320923,0.0002204466,0.003670746,0.00002999336,0.0002980353,0.000006360968,0.1295532,0.000007651935,0.000001861352,0.1808666,0.6575004,0.02783149],"study_design_scores_gemma":[0.0004095062,0.00006082922,0.00583266,0.00003799436,0.00006255834,0.000003287771,0.02823822,0.0001540948,0.000004432283,0.005542666,0.9591057,0.0005480052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0297039,0.003346404,0.00002974518,0.02746972,0.003934916,0.0005001609,0.000148794,0.0001738257,0.9346926],"genre_scores_gemma":[0.8828684,0.003892598,0.0002812576,0.003109976,0.004170996,0.000053683,0.00002375989,0.00003887219,0.1055604],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8531645,"threshold_uncertainty_score":0.9998149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1113207879710543,"score_gpt":0.2906081765064327,"score_spread":0.1792873885353783,"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."}}