{"id":"W4407702504","doi":"10.1017/9781009353632","title":"New Approaches for Digital Literary Mapping","year":2025,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Arts and Humanities Research Council; University of Cambridge","keywords":"Computer 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002124615,0.0002519526,0.0003811065,0.0003591297,0.0008563823,0.0002691669,0.0005898352,0.0003624488,0.000001178549],"category_scores_gemma":[0.00004354545,0.00030898,0.0003184725,0.00004521115,0.000257232,0.0003769791,0.0003099775,0.0002120743,0.000006484878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003240461,"about_ca_system_score_gemma":0.001070773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003326201,"about_ca_topic_score_gemma":0.00001146447,"domain_scores_codex":[0.9987208,0.00003936671,0.0002396864,0.0003176572,0.0003200106,0.0003624292],"domain_scores_gemma":[0.9989103,0.0002188645,0.0002615949,0.000279655,0.0001814159,0.0001481518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001237618,0.000002133885,0.000007645866,0.000180884,0.0001319912,0.000003397395,0.003585792,3.329721e-7,1.698755e-8,0.6262233,0.3646465,0.005205614],"study_design_scores_gemma":[0.0003496695,0.00001041049,0.00001098419,0.0002872628,0.00006625767,5.708451e-7,0.002626712,0.000009613687,7.438103e-7,0.0001709294,0.996179,0.0002878884],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004580422,0.0003052908,0.008569178,0.0000857989,0.0004920856,0.001152371,0.0004591896,0.0002108474,0.9887207],"genre_scores_gemma":[0.0001742426,0.00003534199,0.0003032692,0.00004471584,0.0004070873,0.000004454593,0.0001556898,0.00001278766,0.9988624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6315325,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04960202142104559,"score_gpt":0.2224549698049365,"score_spread":0.1728529483838909,"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."}}