{"id":"W4380345799","doi":"10.1108/s2055-53772023009","title":"Prelims","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in information","topic":"Global Peace and Security Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Australian Research Council; University of California, Los Angeles; Universidade Nova de Lisboa; Charles Sturt University; University of Kentucky; Academy of the Social Sciences in Australia; McGill University; Social Sciences and Humanities Research Council of Canada; RMIT University; University of Alberta; Syracuse University","keywords":"Materials science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0004255017,0.0001057361,0.0001743283,0.0001521543,0.0001996817,0.00003533173,0.0001385145,0.0002017545,0.00002558357],"category_scores_gemma":[0.0002849763,0.0001086987,0.00005180874,0.00006300947,0.0002369383,0.0004732336,0.00009501795,0.0001868971,0.00117084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002773681,"about_ca_system_score_gemma":0.00006992658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000243998,"about_ca_topic_score_gemma":0.00622629,"domain_scores_codex":[0.9991137,0.00001069939,0.0002901736,0.00006559773,0.0003467836,0.0001730825],"domain_scores_gemma":[0.9995169,0.00007473686,0.000137793,0.00009727569,0.0001488441,0.00002447268],"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":[0.000002819491,0.000001075634,0.00001231142,0.00005447007,0.00002685331,0.000001635648,0.05440775,0.00002189925,4.075123e-9,0.9146195,0.02548388,0.005367769],"study_design_scores_gemma":[0.00007358008,0.00001278864,0.0000300648,0.0001656623,0.000009325034,1.355088e-7,0.01529505,0.00002519227,2.149637e-8,0.1201923,0.8640636,0.0001323238],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005568336,0.0002758897,0.000004967988,0.0004829403,0.001285123,0.0002419375,0.00002615295,0.0001086027,0.9975187],"genre_scores_gemma":[0.005545934,0.04309691,0.00007526265,0.0006527836,0.0004707148,0.00003603389,0.0002058087,0.00002027235,0.9498963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8385797,"threshold_uncertainty_score":0.9996068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07751246865327391,"score_gpt":0.3649535191806706,"score_spread":0.2874410505273968,"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."}}