{"id":"W2161814252","doi":"10.5539/ijps.v3n1p106","title":"Theoretical Perspectives on Campus Cultism and Violence in Nigeria Universities: A Review and Conceptual Approach","year":2011,"lang":"en","type":"review","venue":"International Journal of Psychological Studies","topic":"Bullying, Victimization, and Aggression","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cult; Aggression; Psychology; Politics; Intervention (counseling); Phenomenon; Criminology; Social psychology; Sociology; Epistemology; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005222421,0.0003127253,0.00125559,0.0002230602,0.00006235645,0.00002200115,0.0004012414,0.0002359801,0.0005670224],"category_scores_gemma":[0.0002217261,0.0001885343,0.0001913805,0.0001219696,0.001169103,0.00007546515,0.0001299376,0.0006373813,0.000009148376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001243871,"about_ca_system_score_gemma":0.00002630403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003975716,"about_ca_topic_score_gemma":7.592507e-7,"domain_scores_codex":[0.9979476,0.0005340964,0.000677378,0.0004254984,0.000237567,0.0001778444],"domain_scores_gemma":[0.9983597,0.0004070834,0.0007355426,0.0001196183,0.0002941421,0.00008388355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004034248,0.001386956,0.0005335677,0.002223509,0.002406375,0.0006428782,0.02575276,6.319046e-7,1.139769e-7,0.4422085,0.004309583,0.5201317],"study_design_scores_gemma":[0.005836263,0.003722208,0.004346175,0.253644,0.002489509,0.007692484,0.1273387,0.000002654492,1.212222e-7,0.01829941,0.5746571,0.001971409],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007763028,0.9933535,0.00007416634,0.0001512016,0.0006972381,0.0002575789,0.00001939764,0.000009906275,0.004660748],"genre_scores_gemma":[0.004178353,0.994876,0.0002943651,0.0003034242,0.0002158301,0.00001646835,0.000004101625,0.00001348894,0.00009795251],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5703475,"threshold_uncertainty_score":0.7688206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08011317122290663,"score_gpt":0.4215282035418346,"score_spread":0.3414150323189279,"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."}}