{"id":"W1999405254","doi":"10.1080/0013838x.2014.914356","title":"Heroism in the Harry Potter Series (Ashgate Studies in Childhood, 1700 to the Present)","year":2014,"lang":"en","type":"article","venue":"English Studies","topic":"Themes in Literature Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Harry potter; Series (stratigraphy); History; Literature; Art history; Art; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00097241,0.0002590827,0.0004335781,0.0001534818,0.0004686956,0.0002397015,0.0005380222,0.00003136114,0.00005934876],"category_scores_gemma":[0.001064057,0.000129035,0.0001105812,0.0001996208,0.0004938263,0.0003378213,0.000311665,0.0003322991,0.00004242874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004624731,"about_ca_system_score_gemma":0.000007354854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007436913,"about_ca_topic_score_gemma":0.006657952,"domain_scores_codex":[0.9983036,0.0003627371,0.0003685495,0.0003129726,0.000292468,0.000359679],"domain_scores_gemma":[0.9984276,0.0007193298,0.00007596143,0.0005244128,0.0002315488,0.00002111601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001172946,0.0000529516,0.0006789336,0.00003584953,0.0002706907,0.000006465369,0.85124,0.00009478635,5.3484e-7,0.02918654,0.1176559,0.0007655548],"study_design_scores_gemma":[0.0002103216,0.00005629578,0.002119958,0.000106507,0.00005044402,7.18535e-7,0.2413543,0.000003068692,0.00001007963,0.004481696,0.7514402,0.0001663717],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7017556,0.05984451,0.000004486257,0.080732,0.006700954,0.001700504,0.00006484612,0.0002823878,0.1489147],"genre_scores_gemma":[0.9833609,0.000734043,0.00002706663,0.004288767,0.003685839,0.0002561261,0.00000396234,0.0000214391,0.007621816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6337843,"threshold_uncertainty_score":0.5261896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03115913987699256,"score_gpt":0.2751442403152888,"score_spread":0.2439851004382962,"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."}}