{"id":"W2945111725","doi":"10.1080/13603124.2019.1613568","title":"Principal’s Decision-Making in Bridging the Student Achievement Gap","year":2019,"lang":"en","type":"article","venue":"International Journal of Leadership in Education","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Academic achievement; Bridging (networking); Student achievement; Principal (computer security); Mathematics education; Pedagogy; Psychology; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002588529,0.00008457348,0.0001120764,0.0004689906,0.00005994581,0.0001485333,0.000846769,0.00005053088,0.0001864986],"category_scores_gemma":[0.0004607845,0.00007293123,0.00006430062,0.0002989405,0.00006433251,0.0005878988,0.00004332201,0.0002998361,0.00004443738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001752202,"about_ca_system_score_gemma":0.0008132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005511637,"about_ca_topic_score_gemma":0.003876979,"domain_scores_codex":[0.9977437,0.000248321,0.0005748219,0.0001337972,0.001081861,0.000217528],"domain_scores_gemma":[0.9986389,0.0004435354,0.0004483586,0.0001189817,0.0003060755,0.00004416839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006899481,0.001671641,0.8131454,0.00001039783,0.00003418132,0.000004268735,0.09557648,0.001843277,0.0002474008,0.01184849,0.0006815742,0.07486789],"study_design_scores_gemma":[0.0003587661,0.00003151978,0.7712474,0.000909271,0.000006463098,0.000006372826,0.2153312,0.00008126763,0.00006104293,0.004117516,0.00774113,0.0001079705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651693,0.0003925019,0.0001307148,0.02298832,0.007990814,0.0002761518,5.20373e-7,0.000004900219,0.003046741],"genre_scores_gemma":[0.9969556,0.0001274808,0.0004179723,0.001345387,0.0008435981,0.0000139905,0.000002692288,0.000007820641,0.0002854187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1197547,"threshold_uncertainty_score":0.4581948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1413365353328542,"score_gpt":0.4350304013498607,"score_spread":0.2936938660170065,"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."}}