{"id":"W4413732192","doi":"10.64628/aam.ttsdfahqr","title":"With larger classes, teachers can’t attend to children’s needs","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph-Humber","funders":"","keywords":"Mathematics education; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001908143,0.0004973372,0.001005006,0.0006750633,0.003160723,0.003583092,0.001960513,0.001598711,0.1400396],"category_scores_gemma":[0.01248749,0.0006953484,0.0006200316,0.0006099781,0.001587187,0.005996227,0.005608885,0.003031424,0.02463516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002137446,"about_ca_system_score_gemma":0.003598431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00699061,"about_ca_topic_score_gemma":0.01594585,"domain_scores_codex":[0.9980463,0.0003765739,0.00005542982,0.0005340478,0.0004280069,0.0005596377],"domain_scores_gemma":[0.9903498,0.002306869,0.0007473153,0.001782357,0.0008500654,0.003963741],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008005236,0.003614438,0.06882168,0.001024997,0.00009680657,0.0006461584,0.02829457,0.0007572601,0.02183371,0.0677049,0.157635,0.64877],"study_design_scores_gemma":[0.0004395006,0.0004822903,0.2371445,0.0005503801,0.00009034292,0.0009455315,0.03722983,0.00106706,0.006339217,0.09454956,0.6210181,0.0001437818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.511928,0.001296651,0.02987266,0.03889987,0.001248247,0.0006710245,0.002671926,0.002042889,0.4113688],"genre_scores_gemma":[0.8186063,0.0007102423,0.02306405,0.003231481,0.0004323226,0.001357833,0.001236321,0.0006102368,0.1507513],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1400396,"threshold_uncertainty_score":0.4684793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02485202521436225,"score_gpt":0.3036908252240962,"score_spread":0.278838800009734,"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."}}