{"id":"W4379535338","doi":"10.14232/actacyb.303531","title":"Preface","year":2023,"lang":"en","type":"article","venue":"Acta Cybernetica","topic":"Graph Theory and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Czech; Library science; Political science; Philosophy; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001877279,0.00007431347,0.0000699432,0.00007027251,0.00007034114,0.00007880658,0.0007212218,0.0000330374,0.00005152024],"category_scores_gemma":[0.00003405723,0.00006614358,0.00004083771,0.0006008298,0.00003871679,0.0001704724,0.0002458779,0.00007627891,0.00148197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004815428,"about_ca_system_score_gemma":0.00001482622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003022875,"about_ca_topic_score_gemma":5.786316e-7,"domain_scores_codex":[0.9992392,0.00003866328,0.0000861632,0.0002331109,0.0001502664,0.0002525814],"domain_scores_gemma":[0.9993318,0.00009733612,0.0000202167,0.0004559184,0.0000184113,0.00007633118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002816641,0.00004216333,0.0002270454,0.000007131996,0.00002077191,0.00005115685,0.001256035,0.00003023702,0.004377318,0.9111837,0.0216458,0.06115582],"study_design_scores_gemma":[0.0006963988,0.0002132897,0.05092945,0.00003678071,0.00001334523,0.00004638655,0.00009251581,0.06550406,0.01515895,0.5439901,0.3225801,0.0007385663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6474099,0.0001957268,0.09252324,0.01933416,0.002646026,0.0005711457,0.00001002342,0.005305592,0.2320041],"genre_scores_gemma":[0.9909977,0.00001633357,0.004259527,0.0002264882,0.00004135178,0.000008986881,0.000001664121,0.000006541986,0.004441373],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3671935,"threshold_uncertainty_score":0.9992955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060251934456302,"score_gpt":0.2262806912629306,"score_spread":0.2156781719183676,"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."}}