{"id":"W2990622256","doi":"10.1108/ijem-07-2019-0243","title":"School principals’ understandings of student difference and diversity and how these understandings influence their work","year":2019,"lang":"en","type":"article","venue":"International Journal of Educational Management","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Sensemaking; Diversity (politics); Context (archaeology); Identity (music); Psychology; Socioeconomic status; Sociology; Sexual orientation; Pedagogy; Social psychology; Public relations; Political science; Population","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":[0.0108996,0.0003654477,0.0006438736,0.00167519,0.01641955,0.01141281,0.00158415,0.001181428,0.004177],"category_scores_gemma":[0.01322854,0.0006213395,0.0004714325,0.001955217,0.01850836,0.003903178,0.007694558,0.002714097,0.000389605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02149961,"about_ca_system_score_gemma":0.03493227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3127945,"about_ca_topic_score_gemma":0.4753326,"domain_scores_codex":[0.9878555,0.005951371,0.0004550097,0.0009310744,0.00227072,0.002536358],"domain_scores_gemma":[0.9852216,0.003714168,0.001918016,0.0007914838,0.002990208,0.005364541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000240916,0.00002929598,0.03606069,0.00005827719,0.000008147639,0.00029753,0.9527615,0.000034349,0.0003419755,0.003395722,0.001076093,0.005912203],"study_design_scores_gemma":[0.000004243383,0.00002533783,0.01339762,0.00008849517,0.00000563802,0.0000534169,0.9720826,0.00003595241,0.0000658291,0.0007069932,0.01351888,0.00001511785],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9699896,0.0009111425,0.001981887,0.006578395,0.0001003868,0.00008132554,0.00006574031,0.00003381238,0.02025773],"genre_scores_gemma":[0.9959297,0.0003950851,0.0003739028,0.0002482955,0.000010631,0.00002538251,0.00002369708,0.00001337986,0.002979819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3127945,"threshold_uncertainty_score":0.6219476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104757062645783,"score_gpt":0.3676900396773559,"score_spread":0.2572143334127776,"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."}}