{"id":"W2339717313","doi":"10.1007/s40955-016-0051-3","title":"Neue Bücher aus der Weiterbildungsforschung","year":2016,"lang":"de","type":"article","venue":"Zeitschrift für Weiterbildungsforschung","topic":"Sociology and Education Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.003711194,0.001613723,0.001750552,0.0006612617,0.003658023,0.0004961501,0.00198571,0.001966233,0.006492088],"category_scores_gemma":[0.001833994,0.001200333,0.001112816,0.001736636,0.003257603,0.002077357,0.0007927842,0.001302824,0.01754932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000248986,"about_ca_system_score_gemma":0.00123929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009423741,"about_ca_topic_score_gemma":0.0001713707,"domain_scores_codex":[0.9880782,0.001906656,0.002134598,0.00250108,0.001636635,0.003742784],"domain_scores_gemma":[0.9921484,0.002765304,0.001138571,0.001682879,0.000916018,0.001348803],"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":[0.0006528401,0.001537378,0.2320009,0.0004333455,0.00498324,0.0001933349,0.1147554,0.00001086361,0.003915546,0.153786,0.4217628,0.06596845],"study_design_scores_gemma":[0.002285682,0.0002898816,0.02990022,0.000780083,0.0006900509,0.00002027859,0.008263167,0.00001687497,0.0008458668,0.002036927,0.9528537,0.002017294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4498946,0.1086469,0.004306548,0.113746,0.06822561,0.005736566,0.0005184763,0.003059335,0.2458659],"genre_scores_gemma":[0.9267883,0.01164028,0.0009478848,0.004293658,0.01052835,0.0003561215,0.00005202351,0.0002699068,0.04512347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5310909,"threshold_uncertainty_score":0.999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02915736991232027,"score_gpt":0.3465887053512698,"score_spread":0.3174313354389496,"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."}}