{"id":"W2469037678","doi":"","title":"Superintendents' leadership in Alberta schools: Influencing school improvement?","year":2001,"lang":"en","type":"article","venue":"The Mathematics Enthusiast","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Mathematics education; Political science; Medical education; Public relations; Psychology; Sociology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001164224,0.000155367,0.0001830186,0.0001133596,0.0003165935,0.0001559601,0.0005297688,0.00005984835,0.0008240425],"category_scores_gemma":[0.001245587,0.0001179313,0.0000688755,0.0004783596,0.0002448944,0.0002131036,0.00006828722,0.0003682948,0.000610048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002605146,"about_ca_system_score_gemma":0.0001538116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726741,"about_ca_topic_score_gemma":0.02192333,"domain_scores_codex":[0.9983444,0.000147139,0.0003339223,0.0001954205,0.0004233266,0.0005558388],"domain_scores_gemma":[0.999117,0.0002544924,0.000100797,0.0003292965,0.00006343208,0.0001349801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005120879,0.0001509061,0.004886733,0.00003408341,0.00002316359,0.000002032561,0.984224,0.000004289328,0.00009460172,0.008929603,0.0005310433,0.001114423],"study_design_scores_gemma":[0.0002725188,0.00001679142,0.007876093,0.0001242762,0.00001692709,0.000003453704,0.985018,0.00003379242,0.00004374195,0.0007546266,0.005659455,0.0001802943],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7826762,0.0002580558,0.0001924329,0.1156148,0.0005009264,0.0008494426,0.000001166968,0.0001345903,0.09977236],"genre_scores_gemma":[0.9897295,0.00008069055,0.0002253625,0.001313889,0.0002175148,0.00006839324,9.65431e-7,0.0000181275,0.008345539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2070533,"threshold_uncertainty_score":0.995924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.184053935683551,"score_gpt":0.3588012623297386,"score_spread":0.1747473266461876,"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."}}