{"id":"W4401499774","doi":"10.1080/15700763.2024.2390490","title":"Principal Allyship in Saskatchewan Inner-City Schools","year":2024,"lang":"en","type":"article","venue":"Leadership and Policy in Schools","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; St. Francis Xavier University","funders":"","keywords":"Principal (computer security); Inner city; Mathematics education; Sociology; Geography; Public administration; Pedagogy; Political science; Psychology; Socioeconomics; Computer 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":[0.001823814,0.0002104993,0.000266009,0.0006212154,0.0001553996,0.0003917836,0.0002811384,0.0002550132,0.0001260088],"category_scores_gemma":[0.001106718,0.0002103835,0.00006854641,0.001443241,0.0002887896,0.0004687716,0.00004184501,0.001206845,0.0001577951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004034811,"about_ca_system_score_gemma":0.001141347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02230108,"about_ca_topic_score_gemma":0.08054309,"domain_scores_codex":[0.9974836,0.000578399,0.0003566623,0.0004430699,0.0003388017,0.0007995078],"domain_scores_gemma":[0.9991646,0.0003043824,0.00004119459,0.0001927551,0.00002874247,0.0002683094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001929295,0.00007281355,0.3452069,0.0001310734,0.0000234108,0.0000207874,0.6043847,0.000003167632,0.0000375909,0.03244011,0.003163221,0.0144969],"study_design_scores_gemma":[0.0003170088,0.00002221229,0.1721541,0.0002955683,0.000008082164,0.000002191256,0.7774632,0.000006663854,0.00002257997,0.007380031,0.04202889,0.000299477],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5647892,0.003100305,0.00001107175,0.4198386,0.0004112677,0.0003945167,0.000006755536,0.0001983968,0.0112499],"genre_scores_gemma":[0.9890346,0.0001898322,0.0001341691,0.003439423,0.001235128,0.0000748173,0.000003891379,0.00002036695,0.005867775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4242454,"threshold_uncertainty_score":0.9842095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.194944404750356,"score_gpt":0.4269657556597679,"score_spread":0.2320213509094118,"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."}}