{"id":"W2979847310","doi":"10.1177/0013161x19878772","title":"How School Leadership Influences Student Learning: A Test of “The Four Paths Model”","year":2019,"lang":"en","type":"article","venue":"Educational Administration Quarterly","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":300,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Path analysis (statistics); Structural equation modeling; Psychology; Regression analysis; Variables; Socioeconomic status; Educational leadership; Mathematics education; Confirmatory factor analysis; Test (biology); Latent variable; Set (abstract data type); Social psychology; Mathematics; Statistics; Pedagogy; Computer science; Sociology; Demography","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":[0.0004474255,0.0001220705,0.0001143652,0.00006941956,0.0003474505,0.0002376443,0.0004387426,0.00008087931,0.0004673631],"category_scores_gemma":[0.0004331829,0.0001102015,0.00008433827,0.0003157785,0.0002057513,0.0006319238,0.000009874115,0.0001852656,0.0001299849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002438873,"about_ca_system_score_gemma":0.002724227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001275929,"about_ca_topic_score_gemma":0.0008209637,"domain_scores_codex":[0.9982,0.0001944911,0.0002934319,0.0002511024,0.0008306047,0.0002303473],"domain_scores_gemma":[0.998707,0.0002948875,0.0003496261,0.0002259395,0.0002938786,0.0001286453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001465577,0.001345429,0.8737242,0.00005872269,0.00003081314,1.33682e-7,0.04950206,0.0002261307,0.007620899,0.06386111,0.002579159,0.001036658],"study_design_scores_gemma":[0.0003024019,0.0006691757,0.7876914,0.0001052195,0.00003316685,0.000002075695,0.1915928,0.0003593949,0.00107207,0.01141381,0.006420817,0.0003377109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534456,0.00004626292,0.00003785841,0.03890647,0.0009858964,0.0005365479,0.00001347707,0.00002773043,0.006000202],"genre_scores_gemma":[0.9638175,0.000004057263,0.0002500885,0.0002390475,0.0003578439,0.00008529401,0.00002884052,0.000008754475,0.03520852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1420907,"threshold_uncertainty_score":0.5117298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08918071257388716,"score_gpt":0.3561675040430305,"score_spread":0.2669867914691433,"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."}}