{"id":"W4309003574","doi":"10.11647/obp.0296.02","title":"2. Marie Louise Christophe","year":2022,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"French Historical and Cultural Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; University of Cambridge; Universität Zürich; Johns Hopkins University; York University; Smithsonian Institution; University of Pennsylvania; Arab Fund for Economic and Social Development; American Academy in Rome; Harvard University","keywords":"Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001389966,0.0004284928,0.0005528229,0.00007072192,0.00126992,0.002729072,0.001299585,0.0001152847,0.5421033],"category_scores_gemma":[0.00003383901,0.0003398295,0.0002554668,0.00001402801,0.0004258842,0.002096945,0.001083305,0.0006244177,0.001053952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004481386,"about_ca_system_score_gemma":0.0001173777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002256956,"about_ca_topic_score_gemma":0.001380347,"domain_scores_codex":[0.9982706,0.0000178379,0.0003638087,0.0005547865,0.0004749221,0.0003179989],"domain_scores_gemma":[0.9989825,0.00005315758,0.0002469982,0.0004157622,0.0001566085,0.0001449777],"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":[0.000009440309,0.00001223005,1.370225e-7,0.00001188811,0.0000795941,0.00001994575,0.001239277,2.158094e-7,6.166581e-8,0.433046,0.5613335,0.004247643],"study_design_scores_gemma":[0.000211035,0.0001073289,4.974043e-7,0.00002862897,0.00007393845,0.000001369403,0.0004051554,2.901573e-7,1.096737e-7,0.01208495,0.9865537,0.000533013],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.06039e-7,0.02965104,1.142407e-7,0.003330412,0.002658285,0.0004934621,0.0001243535,0.00009468157,0.9636474],"genre_scores_gemma":[0.00002120174,0.0005927199,0.00001161499,0.0027182,0.001006303,0.0001284195,0.0003118899,0.00007025081,0.9951394],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5410494,"threshold_uncertainty_score":0.9999053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04850561648061559,"score_gpt":0.2075755186690346,"score_spread":0.159069902188419,"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."}}