{"id":"W2325727860","doi":"10.12785/ijpi/010107","title":"The Controversy over Huckleberry Finn","year":2013,"lang":"en","type":"article","venue":"International Journal of Pedagogical Innovations","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Construct (python library); Race (biology); Sociology; Context (archaeology); Politics; Multiculturalism; Point (geometry); Pedagogy; Epistemology; Gender studies; Political science; History; Law; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001077014,0.00006723641,0.00009428286,0.0001316242,0.0005531328,0.0003312118,0.0009239568,0.00006619885,0.001726874],"category_scores_gemma":[0.002546763,0.00004634589,0.00008313734,0.0003132981,0.0002825616,0.0006073313,0.00004657028,0.0002736456,0.000103839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000166777,"about_ca_system_score_gemma":0.0004626941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007281385,"about_ca_topic_score_gemma":0.0003642367,"domain_scores_codex":[0.998296,0.0001608833,0.0005439225,0.00006958317,0.0007650402,0.0001646038],"domain_scores_gemma":[0.9955602,0.0009390105,0.0004477565,0.0001525524,0.002809858,0.00009062816],"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":[0.00002383126,0.0002143661,0.009457638,0.000001090292,0.0001413822,0.000002056256,0.01632113,0.00002146219,0.0004963971,0.7748668,0.1528185,0.04563537],"study_design_scores_gemma":[0.0003705262,0.00003200009,0.05678467,0.00001988086,0.00001174374,0.000007950107,0.01493636,0.00005504462,0.00002563821,0.05481422,0.8728503,0.00009166455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6970836,0.0004743138,0.004637531,0.2153469,0.007405371,0.0003177392,0.000007932285,0.00003874144,0.07468786],"genre_scores_gemma":[0.9908242,0.0006260844,0.0007341841,0.001333268,0.001988341,0.00001575812,0.000006613573,0.000005390634,0.004466168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7200525,"threshold_uncertainty_score":0.9991857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317339823511297,"score_gpt":0.4580870256789903,"score_spread":0.3263530433278605,"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."}}