{"id":"W4313391109","doi":"10.4000/memini.2192","title":"Introduction","year":2022,"lang":"en","type":"article","venue":"Memini","topic":"History, Culture, and Diplomacy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007621185,0.00004448699,0.00005259057,0.0000292536,0.000549263,0.00002629705,0.00007221813,0.000005827265,0.05595601],"category_scores_gemma":[0.00001015231,0.00004087798,0.00003183048,0.00001580134,0.00004712712,0.00005607598,0.00001761167,0.00008310819,0.0003619083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000451394,"about_ca_system_score_gemma":0.00001161726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003846362,"about_ca_topic_score_gemma":0.00004371146,"domain_scores_codex":[0.9996095,0.0000202549,0.00006880889,0.0001067345,0.0001120784,0.00008256485],"domain_scores_gemma":[0.9998204,0.000005663671,0.00002438423,0.0001110849,0.0000174919,0.00002097091],"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":[0.000007071581,0.00003601826,0.000007876481,0.000003215411,0.000004893609,0.000002416637,0.04115795,0.000004012606,0.0001599426,0.1423022,0.8151314,0.001183029],"study_design_scores_gemma":[0.00008210104,0.00003940656,0.000009395761,3.407027e-7,0.000006047395,0.000003383232,0.008839199,0.000003135337,0.00007557942,0.0004490935,0.9904314,0.00006088746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02363349,0.0003112282,0.000003122161,0.001438988,0.003522797,0.00006374226,0.00002004432,0.0001173966,0.9708892],"genre_scores_gemma":[0.6108429,0.000001745196,0.00002218725,0.0006939797,0.005183252,0.00004196889,0.00004181612,0.00001090325,0.3831613],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5877279,"threshold_uncertainty_score":0.9449069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01940993549830632,"score_gpt":0.2072298471417967,"score_spread":0.1878199116434904,"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."}}