{"id":"W2911183428","doi":"","title":"Review: Schooltalk: Rethinking What We Say About—and to—Students Every Day","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Pedagogy; Psychology; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01327676,0.001254327,0.005253623,0.004436334,0.002013629,0.007163749,0.003163204,0.009930589,0.007615377],"category_scores_gemma":[0.07377321,0.0008664049,0.002592957,0.006299132,0.003634511,0.005885947,0.003940401,0.008784729,0.001990911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006079181,"about_ca_system_score_gemma":0.02157423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01411698,"about_ca_topic_score_gemma":0.0533148,"domain_scores_codex":[0.9876258,0.006508549,0.002443871,0.0008516333,0.002076929,0.0004931514],"domain_scores_gemma":[0.9367042,0.04713121,0.005676063,0.000938661,0.00685306,0.002696902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004031053,0.00004430977,0.0004663698,0.1746442,0.001296658,0.0001415234,0.001668428,0.00005626749,0.0001035378,0.002775741,0.523115,0.2952847],"study_design_scores_gemma":[0.0003166044,0.000107044,0.002522427,0.2799082,0.002732306,0.0002857929,0.002287458,0.00002614029,0.00007974017,0.002169354,0.7095026,0.00006235617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001303565,0.957814,0.0000516521,0.03340913,0.008022229,0.00003013337,0.00007158325,0.000009289663,0.0004615509],"genre_scores_gemma":[0.004926394,0.916593,0.0003529956,0.0705457,0.00657882,0.0001763744,0.00007544837,0.00002386874,0.0007274156],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01411698,"threshold_uncertainty_score":0.07021505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03831693075628218,"score_gpt":0.3212022969476708,"score_spread":0.2828853661913887,"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."}}