{"id":"W2219981393","doi":"10.5840/cpsem201137","title":"Analogical Classification in the Wizarding World","year":2011,"lang":"en","type":"book-chapter","venue":"Semiotics","topic":"Folklore, Mythology, and Literature Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003054725,0.0002423256,0.0003100655,0.0001746702,0.0002214724,0.0001162363,0.000286779,0.000150659,0.0009118807],"category_scores_gemma":[0.00003051668,0.000149625,0.0001262604,0.00001762304,0.0004805879,0.00004982863,0.00005183997,0.0006278925,0.0001426937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003033557,"about_ca_system_score_gemma":0.00001404038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001160089,"about_ca_topic_score_gemma":0.001412816,"domain_scores_codex":[0.9990416,0.00004061828,0.0002989164,0.0002655166,0.0001551487,0.0001982574],"domain_scores_gemma":[0.9992969,0.0001426711,0.0001354988,0.0003254204,0.00007736688,0.00002214098],"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":[0.000006790767,0.00001265503,0.00004366311,0.00002185487,0.00003362208,0.00002085923,0.01829723,1.77588e-7,3.587533e-7,0.9390575,0.04178985,0.0007154768],"study_design_scores_gemma":[0.0000611628,0.00003287281,0.0003801931,0.00009802866,0.00006080205,0.000003505358,0.001036211,0.000003520184,2.438733e-7,0.1032748,0.8948709,0.0001777524],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003570664,0.001574766,0.00000601743,0.0008545209,0.0007989204,0.000159276,0.00003852427,0.00003930287,0.996493],"genre_scores_gemma":[0.1588453,0.0004484997,0.0000636922,0.002003317,0.00242274,0.000007824292,0.0001032807,0.00003836863,0.836067],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.853081,"threshold_uncertainty_score":0.9984455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1005323538991133,"score_gpt":0.2609548723303967,"score_spread":0.1604225184312834,"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."}}