{"id":"W4413582398","doi":"10.64628/aam.fe6pmfuqf","title":"Why Russian attacks on innocent Ukrainian citizens will probably intensify","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Post-Soviet Geopolitical Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Ukrainian; Political science; Computer security; Political economy; Sociology; Computer science; Philosophy","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001207527,0.0005496833,0.000683396,0.0002959211,0.0008545969,0.0003675683,0.001545536,0.0007199651,0.008379657],"category_scores_gemma":[0.001290162,0.000538498,0.0003885979,0.0005120159,0.0008594152,0.0001271103,0.0021768,0.0023715,0.0002535852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001561705,"about_ca_system_score_gemma":0.001371981,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01067131,"about_ca_topic_score_gemma":0.008590764,"domain_scores_codex":[0.9944195,0.0007199625,0.0006756518,0.00117819,0.001532775,0.001473894],"domain_scores_gemma":[0.9973295,0.0003293592,0.0002620656,0.001059667,0.0002662544,0.000753151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003717645,0.0002250038,0.0004589581,0.00008847938,0.00009977949,0.00008501465,0.0143924,0.0001572347,0.000001082306,0.9668334,0.01543678,0.002184761],"study_design_scores_gemma":[0.0002531349,0.0001603428,0.00118773,0.0001494597,0.00005197383,0.000002548912,0.004664961,0.000517125,0.0000025222,0.08186365,0.9102896,0.0008569589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0179342,0.00005380734,0.0001586631,0.07708953,0.003519787,0.001603354,0.0004176917,0.0007116772,0.8985113],"genre_scores_gemma":[0.8306924,0.0004256032,0.00351968,0.09828765,0.0020522,0.0005425365,0.0007352052,0.0002284245,0.06351637],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8948528,"threshold_uncertainty_score":0.9999301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03662681249805536,"score_gpt":0.342596645187993,"score_spread":0.3059698326899377,"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."}}