{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002692521,0.0003293602,0.0004738751,0.00120125,0.02297317,0.005561754,0.001137471,0.0009867346,0.008170595],"category_scores_gemma":[0.002393923,0.0008179956,0.000278128,0.001654062,0.005341297,0.001562619,0.006816278,0.002539048,0.000868163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02218283,"about_ca_system_score_gemma":0.06428571,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4487734,"about_ca_topic_score_gemma":0.8898041,"domain_scores_codex":[0.9964856,0.001341093,0.00007472547,0.0003530352,0.0003587905,0.001386869],"domain_scores_gemma":[0.9931983,0.000439029,0.0004903302,0.0001521099,0.0009279656,0.004792159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002389108,0.0007641499,0.2903423,0.000299413,0.00004432743,0.003065138,0.6481056,0.0001782376,0.00304367,0.005102786,0.0106883,0.03812718],"study_design_scores_gemma":[0.00001909936,0.0001727397,0.1117918,0.0001509672,0.00001313268,0.0001730324,0.8577539,0.00007754156,0.0002582373,0.0003030309,0.02925473,0.00003185427],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904219,0.0002447463,0.000128056,0.001517761,0.00005921657,0.00007571438,0.00004224892,0.00002127284,0.007489179],"genre_scores_gemma":[0.9870709,0.0004035023,0.0003305001,0.0006629509,0.00001126123,0.00005179148,0.00005228044,0.00001509026,0.01140166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5512266,"threshold_uncertainty_score":0.8923226,"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."}}