{"id":"W4318817335","doi":"10.1177/00224871231153084","title":"Teacher Professional Development and Student Reading in Middle and High School: A Systematic Review and Meta-Analysis","year":2023,"lang":"en","type":"review","venue":"Journal of Teacher Education","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; McGill University","funders":"","keywords":"Psychology; Reading (process); Promotion (chess); Inclusion (mineral); Meta-analysis; Professional development; Population; Literacy; Mathematics education; Pedagogy; Social psychology; Medicine; Political science","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":[0.01159195,0.001795023,0.01173245,0.009436442,0.0007505607,0.003436103,0.001745441,0.00186174,0.003084504],"category_scores_gemma":[0.03758506,0.001292801,0.01965301,0.01027913,0.0007640845,0.002026215,0.001707877,0.00155097,0.000243981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003559359,"about_ca_system_score_gemma":0.009091668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009845676,"about_ca_topic_score_gemma":0.02961505,"domain_scores_codex":[0.9926311,0.002620287,0.002680813,0.000590546,0.001221513,0.0002557826],"domain_scores_gemma":[0.9776347,0.01652162,0.003194255,0.0004614089,0.001884628,0.0003035164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0004798038,0.00004084492,0.00240248,0.8782228,0.089316,0.0001272356,0.0002157694,0.0001573387,0.0001337669,0.000140552,0.0006384056,0.02812509],"study_design_scores_gemma":[0.0004632285,0.0003837059,0.007760463,0.3249797,0.6582422,0.0003555451,0.0003341111,0.000152864,0.0002311283,0.0002555287,0.006800472,0.00004104586],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002045081,0.9970416,0.0001729542,0.0001118396,0.00006883579,0.0002109803,0.0001740235,0.000008937102,0.0001656667],"genre_scores_gemma":[0.04171028,0.9559337,0.0009142068,0.0003130418,0.00008060261,0.0006638421,0.0002482141,0.000006866979,0.0001292992],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01173245,"threshold_uncertainty_score":0.06130475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2828745036613375,"score_gpt":0.4907470538310751,"score_spread":0.2078725501697377,"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."}}