{"id":"W3174637622","doi":"10.82308/74","title":"To speak or not to speak: silence in classrooms","year":2019,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Social and Educational Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Silence; Pedagogy; Linguistics; Communication; Psychology; Sociology; Aesthetics; Art; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002470423,0.0002816222,0.0003667693,0.0002971251,0.001219682,0.0001719021,0.001249527,0.0002195255,0.003448916],"category_scores_gemma":[0.002541649,0.0002561361,0.0001238506,0.002631423,0.0001642653,0.00101752,0.0002633495,0.0004215108,0.006949588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027183,"about_ca_system_score_gemma":0.0002611705,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01199232,"about_ca_topic_score_gemma":0.03131407,"domain_scores_codex":[0.9957923,0.0003764309,0.0004924707,0.0008925353,0.001348184,0.001098081],"domain_scores_gemma":[0.9978725,0.0005664767,0.0001257736,0.0003902962,0.000223085,0.0008219168],"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":[0.0004628807,0.0006439639,0.02227802,0.00004875802,0.00003947706,0.00005006621,0.003871523,0.0003125931,0.02486955,0.6864367,0.000290006,0.2606965],"study_design_scores_gemma":[0.0005080729,0.0003219635,0.1146869,0.00018605,0.00001523122,0.000003803415,0.0237856,0.000006960679,0.003980226,0.02377999,0.8316435,0.001081666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257633,0.0000120413,1.858768e-7,0.002009416,0.001775306,0.0007305872,0.00007680366,0.0001058289,0.1695265],"genre_scores_gemma":[0.972858,0.00003110074,0.0008882202,0.004049093,0.0002186951,0.0000622392,0.000003806582,0.00002708733,0.02186175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8313535,"threshold_uncertainty_score":0.9999891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03954294579686614,"score_gpt":0.3208164865394845,"score_spread":0.2812735407426183,"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."}}