{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00200578,0.0007065268,0.000490782,0.001328501,0.002923343,0.005925348,0.002067609,0.003026107,0.4892818],"category_scores_gemma":[0.006467441,0.0002981093,0.0006560939,0.001546672,0.00133747,0.003469785,0.003896212,0.002341832,0.2564346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002848321,"about_ca_system_score_gemma":0.005484945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00597914,"about_ca_topic_score_gemma":0.00675189,"domain_scores_codex":[0.9978907,0.0003300652,0.0001125879,0.0005218477,0.0008022371,0.0003426448],"domain_scores_gemma":[0.9975914,0.0004013967,0.0001198985,0.0003382492,0.001067907,0.0004812316],"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":[0.0001431308,0.000104625,0.001568386,0.0004819218,0.000009189787,0.0003501789,0.001927237,0.0001477101,0.0005822103,0.09891468,0.7138444,0.1819263],"study_design_scores_gemma":[0.000005013284,0.00001683829,0.0005859632,0.0001531453,0.000002087475,0.000115938,0.0005077159,0.00002383407,0.000101348,0.003818712,0.9946637,0.000005567966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003953632,0.003263713,0.005611928,0.01461695,0.006149861,0.0004337664,0.006184046,0.0008489021,0.9589372],"genre_scores_gemma":[0.02803296,0.003332997,0.004910792,0.008730193,0.001375757,0.0005151632,0.005907068,0.0004746195,0.9467205],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5107182,"threshold_uncertainty_score":0.7284775,"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."}}