{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002041936,0.001331718,0.001081401,0.002949232,0.002925958,0.005136963,0.001967892,0.002029169,0.5579938],"category_scores_gemma":[0.01468184,0.0004212316,0.0009082062,0.002534922,0.0009307572,0.004507539,0.002907777,0.003478938,0.4257901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002575172,"about_ca_system_score_gemma":0.002958025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002893073,"about_ca_topic_score_gemma":0.002930815,"domain_scores_codex":[0.9983479,0.0002460076,0.0001480894,0.0003306973,0.0007581333,0.0001692591],"domain_scores_gemma":[0.9934478,0.0008809004,0.000266947,0.0006481479,0.003675585,0.00108065],"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":[0.00002752379,0.00001333478,0.00009022009,0.0001081011,0.000002493937,0.00004371842,0.00008185556,0.00005005267,0.00007261524,0.003639089,0.9647797,0.03109134],"study_design_scores_gemma":[0.000004122357,0.00001315317,0.0002102284,0.0001116084,0.000001518138,0.00006292756,0.00008501693,0.00002531799,0.00004694248,0.001651782,0.9977829,0.00000451229],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001810855,0.01211765,0.008382005,0.04344912,0.2078906,0.0007142028,0.01931284,0.003027989,0.7032948],"genre_scores_gemma":[0.01009888,0.008725048,0.004225066,0.009570042,0.03669656,0.0004998863,0.02104334,0.001972134,0.907169],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5579938,"threshold_uncertainty_score":0,"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."}}