{"id":"W4407590199","doi":"10.62859/9781917503327","title":"Léa Roback","year":2025,"lang":"en","type":"book","venue":"","topic":"Linguistics and Discourse Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002799536,0.000540861,0.0002141818,0.0009238238,0.006811088,0.005257058,0.0005881728,0.001665322,0.09177418],"category_scores_gemma":[0.001025237,0.0002376403,0.0001739232,0.0006247908,0.001570109,0.003068802,0.001752001,0.002985556,0.03544459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005085463,"about_ca_system_score_gemma":0.003313318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1501525,"about_ca_topic_score_gemma":0.328102,"domain_scores_codex":[0.9996907,0.00005146388,0.000007441196,0.00008701097,0.0001023822,0.00006110624],"domain_scores_gemma":[0.9995888,0.00008252133,0.00001865082,0.00002061875,0.0001810681,0.0001082698],"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":[0.000008591453,0.000007423692,0.0001222523,0.00005303367,9.034511e-7,0.00007756793,0.001470987,0.00002059515,0.000107557,0.03325691,0.9275693,0.03730474],"study_design_scores_gemma":[3.80835e-7,0.000001322742,0.0000837304,0.00004677776,4.16427e-7,0.00005006541,0.0004667978,0.000008205348,0.00003363291,0.0004741703,0.998833,0.000001613167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001127901,0.02716764,0.0006522134,0.02246059,0.004305686,0.00003457719,0.0001468296,0.0001610984,0.9439434],"genre_scores_gemma":[0.004801592,0.002717837,0.0001660443,0.002323548,0.0001290689,0.00001242235,0.00003174252,0.00006220512,0.9897556],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9082258,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03422987204645633,"score_gpt":0.252808388643016,"score_spread":0.2185785165965596,"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."}}