{"id":"W2123384289","doi":"10.21810/sfuer.v3i.346","title":"Acoustic Epistemology in Education","year":2009,"lang":"en","type":"article","venue":"SFU Educational Review","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Orality; Epistemology; Active listening; Curriculum; Sociology; Pedagogy; Philosophy; Literacy; Communication","routes":{"ca_aff":false,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001283164,0.00009006527,0.0001785511,0.0001204612,0.0002324891,0.00002498882,0.0003734315,0.00006573787,0.001377614],"category_scores_gemma":[0.002453483,0.00009483893,0.00004936519,0.0006163908,0.00009654969,0.000202925,0.000008914868,0.0001365878,0.0003931753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000409291,"about_ca_system_score_gemma":0.004659563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008390563,"about_ca_topic_score_gemma":0.001072732,"domain_scores_codex":[0.9985247,0.0004463658,0.0003605169,0.0001929995,0.0002501225,0.0002252731],"domain_scores_gemma":[0.998766,0.0003304573,0.0001442086,0.0003554369,0.0002707858,0.0001331256],"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":[0.000003782842,0.001176115,0.00870643,0.0005112857,0.000006160321,1.726946e-7,0.01098185,0.00000499583,0.00002498442,0.4385604,0.1704324,0.3695914],"study_design_scores_gemma":[0.00009586178,0.00002757165,0.1199517,0.002136743,0.00003741536,0.00000675657,0.003047114,0.000004575359,0.000002244601,0.125504,0.7489285,0.0002575696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01491361,0.2968388,0.0000800259,0.432519,0.003354568,0.001322297,0.000002322992,0.00005641915,0.2509129],"genre_scores_gemma":[0.6956983,0.2755329,0.002120605,0.01462113,0.001261558,0.000269427,0.0001885365,0.000009757506,0.01029783],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6807847,"threshold_uncertainty_score":0.9995353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04042162078963488,"score_gpt":0.4282017759598261,"score_spread":0.3877801551701912,"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."}}