{"id":"W4387480582","doi":"10.47854/anthropen.v1i1.52278","title":"Universel","year":2023,"lang":"en","type":"article","venue":"Anthropen","topic":"History, Culture, and Diplomacy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0000443497,0.00005788274,0.00007107802,0.00004349511,0.0003651951,0.0000612963,0.0001159338,0.00001479699,0.01264299],"category_scores_gemma":[0.000006884481,0.00004655219,0.00003757234,0.00003775638,0.0001981598,0.0001609967,0.00002019377,0.00004091994,0.01232909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001349395,"about_ca_system_score_gemma":0.00001819664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005266918,"about_ca_topic_score_gemma":0.0007878325,"domain_scores_codex":[0.999615,0.00001242157,0.00006011818,0.0001030427,0.00007766032,0.0001317228],"domain_scores_gemma":[0.9997886,0.00001070989,0.0000174849,0.0001158039,0.00003111474,0.00003622141],"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":[0.000003759216,0.0000152882,0.0000376094,0.000005579915,0.0000109047,0.00003073278,0.0312578,7.390921e-7,0.00005790002,0.27321,0.6941203,0.001249329],"study_design_scores_gemma":[0.00012983,0.00002055316,0.0001271075,0.000006231395,0.000006405296,5.126365e-7,0.0150584,0.000007936825,0.00004050209,0.0004096197,0.9841108,0.0000821271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01520346,0.00006269336,0.000001780025,0.0004022746,0.0006622819,0.00006583384,0.00001409134,0.0002250678,0.9833625],"genre_scores_gemma":[0.5845574,0.00004551664,0.000009637096,0.0004242631,0.0005283659,0.000004379805,0.00003298467,0.00001487924,0.4143825],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5693539,"threshold_uncertainty_score":0.9884399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06288160029527688,"score_gpt":0.2669547307692999,"score_spread":0.204073130474023,"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."}}