{"id":"W4415271636","doi":"10.3390/bs15101408","title":"Connecting the Dots: From Teachers’ Perceived Ability to Teach Reading and Their Knowledge of Language and Literacy Concepts to Students’ Reading Growth","year":2025,"lang":"en","type":"article","venue":"Behavioral Sciences","topic":"Reading and Literacy Development","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Interior Health","funders":"","keywords":"Reading (process); Literacy; Test (biology); Phonics; Phonological awareness; Multilevel model; Reading comprehension","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001381981,0.0001682769,0.0002552633,0.0001473043,0.0003985622,0.0002474006,0.0004584545,0.00005765669,0.00006435535],"category_scores_gemma":[0.0001744362,0.0001071959,0.00003362604,0.0004847525,0.0002188309,0.0001594249,0.0002708315,0.000154712,0.000007831309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005775885,"about_ca_system_score_gemma":0.00003217543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003982443,"about_ca_topic_score_gemma":0.0001140906,"domain_scores_codex":[0.9984155,0.0002586042,0.0003185926,0.0005691443,0.000141575,0.000296528],"domain_scores_gemma":[0.9989983,0.0005122373,0.00007598999,0.0002318058,0.00006693363,0.0001147278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00001453897,0.00008586062,0.4032414,0.00000579462,0.00001013804,0.000001414485,0.5146323,3.124303e-7,0.01490243,0.0002459056,0.000151945,0.066708],"study_design_scores_gemma":[0.0002622087,0.0001351847,0.8584191,0.0002268709,0.00002345084,0.000003553184,0.138516,0.000008430266,0.001044108,0.0001243382,0.001074901,0.0001619264],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962517,0.0003683793,0.00006287998,0.0004501113,0.0003320294,0.000378426,0.0000175997,0.00004070243,0.002098145],"genre_scores_gemma":[0.9979587,0.000003129712,0.001069166,0.000185744,0.00003585314,0.00003938568,0.000002965057,0.000006372301,0.0006986458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4551777,"threshold_uncertainty_score":0.602029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03569902654464188,"score_gpt":0.4182768794690598,"score_spread":0.3825778529244179,"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."}}