{"id":"W4308238880","doi":"10.1017/9781009291248.002","title":"Introduction","year":2022,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"World Wars: History, Literature, and Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.0002475277,0.0002560796,0.0002891029,0.000240612,0.001197455,0.00007586662,0.0005252072,0.0002707547,0.0003679661],"category_scores_gemma":[0.00002474299,0.0003374412,0.000235246,0.00001829435,0.0004670697,0.0002181229,0.0001660413,0.0006943258,0.00003168738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451838,"about_ca_system_score_gemma":0.0003710027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001290623,"about_ca_topic_score_gemma":0.00004281654,"domain_scores_codex":[0.9984259,0.0001353013,0.0001377928,0.0004873383,0.0004881048,0.000325566],"domain_scores_gemma":[0.9989839,0.00004184208,0.0002012469,0.0004363105,0.0001203411,0.0002163427],"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":[0.0000328637,0.000004796732,4.550509e-7,0.000009620342,0.00003496942,0.00004851541,0.0009987633,5.906754e-7,0.00000449462,0.6039209,0.3943447,0.0005992253],"study_design_scores_gemma":[0.0001882789,0.00004715691,0.000004704472,0.00001893678,0.000110623,0.000003386844,0.0002822276,7.905457e-7,0.000007548982,0.0000199368,0.9989685,0.0003478695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003929551,0.0003074517,0.00001200766,0.0002604109,0.002098785,0.0003196748,0.0002122884,0.0001909636,0.9965591],"genre_scores_gemma":[0.0004951581,0.0002266007,0.00002416896,0.0001042901,0.002386605,6.302871e-7,0.0001013887,0.00003576341,0.9966254],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6046238,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716074555784103,"score_gpt":0.2120748202978617,"score_spread":0.1949140747400206,"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."}}