{"id":"W4283071099","doi":"10.1109/iditr54676.2022.9796488","title":"Preface","year":2022,"lang":"en","type":"article","venue":"","topic":"World Wars: History, Literature, and Impact","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Electronic Science and Technology of China; Harbin Institute of Technology; York University","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001596155,0.001002992,0.0007300374,0.002251949,0.002130671,0.00328028,0.00132062,0.001184477,0.4992735],"category_scores_gemma":[0.01300867,0.0002953728,0.0004823141,0.001441375,0.0004346856,0.001908417,0.001394582,0.003190206,0.3717523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001399629,"about_ca_system_score_gemma":0.001366915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003129054,"about_ca_topic_score_gemma":0.00292008,"domain_scores_codex":[0.9993373,0.0001115557,0.00005282,0.00009162058,0.0003577057,0.00004906248],"domain_scores_gemma":[0.9916231,0.001278343,0.0002794818,0.0004650989,0.005313057,0.001040849],"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":[0.0000169173,0.0000141945,0.00003416902,0.00006024991,7.812913e-7,0.00002569584,0.00003156067,0.00003301684,0.00009388963,0.001005611,0.979265,0.01941891],"study_design_scores_gemma":[0.00000431253,0.00002442274,0.0002697755,0.0001010882,0.000001063796,0.00004735496,0.00006198319,0.0000304114,0.00006192133,0.001373197,0.9980193,0.000005035251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00123307,0.006618281,0.008359959,0.041862,0.3909509,0.001153326,0.01347068,0.002865954,0.5334859],"genre_scores_gemma":[0.005641969,0.005296425,0.003857614,0.008990589,0.08249827,0.0007083775,0.01320039,0.001150143,0.8786563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5007265,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524879604551267,"score_gpt":0.2863098802384618,"score_spread":0.2710610841929491,"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."}}