{"id":"W2761200985","doi":"","title":"Analyzing Growth in Teacher Candidates and Young Readers: Community Service Learning Applying One-to-One Reading Instruction","year":2017,"lang":"en","type":"article","venue":"2017 Conference of the Canadian Society for the Study of Education","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Reading (process); Literacy; Reading comprehension; Psychology; Service-learning; Mathematics education; General partnership; Pedagogy; Learning to read; Linguistics","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":[0.001449695,0.0003502042,0.000319918,0.001173218,0.00104039,0.0007036827,0.0005902911,0.0005828714,0.001708804],"category_scores_gemma":[0.006219632,0.0002429244,0.0002574619,0.0006312946,0.0004425225,0.0004401149,0.001390786,0.0006171477,0.0005717278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009669592,"about_ca_system_score_gemma":0.001288527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340115,"about_ca_topic_score_gemma":0.04212597,"domain_scores_codex":[0.999206,0.0003013343,0.00004163586,0.0001254998,0.0001655479,0.0001599749],"domain_scores_gemma":[0.996745,0.0007022412,0.0004266824,0.000205424,0.0009282341,0.0009924297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001881195,0.008605147,0.7935493,0.000113724,0.00004889432,0.001884707,0.05725172,0.000340776,0.01079198,0.0001410294,0.0006946879,0.1246968],"study_design_scores_gemma":[0.0001316083,0.00673682,0.9222996,0.00003451535,0.00004294149,0.0009051393,0.06294744,0.000760187,0.004498704,0.0001336271,0.001473152,0.00003624505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996341,0.000005006227,0.00004701707,0.000009667911,9.746566e-7,0.0000318904,0.00001369784,0.000004144383,0.0002535143],"genre_scores_gemma":[0.9987805,0.00002186739,0.0003990126,0.00000899614,0.000002465824,0.00005859679,0.00007703755,0.000003579305,0.0006478908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01340115,"threshold_uncertainty_score":0.02664632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1124111665964548,"score_gpt":0.3619598083581029,"score_spread":0.2495486417616481,"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."}}