{"id":"W2946124026","doi":"","title":"Leadership for Inclusion: Multiple School-based Perspectives","year":2019,"lang":"en","type":"article","venue":"2019 Conference of the Canadian Society for the Study of Education","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University; Kwantlen Polytechnic University","funders":"","keywords":"Inclusion (mineral); Pedagogy; Educational leadership; Resource (disambiguation); Mathematics education; Sociology; Psychology; Computer science; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001224195,0.00008643731,0.0001420671,0.00003704408,0.002425653,0.00004191672,0.0006208116,0.00007322284,0.00008230318],"category_scores_gemma":[0.0009278072,0.00005972254,0.0002095847,0.0002655374,0.0002487135,0.0001006292,0.00007160447,0.0001116826,0.000001912978],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006625014,"about_ca_system_score_gemma":0.006639105,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2591676,"about_ca_topic_score_gemma":0.5997894,"domain_scores_codex":[0.9990609,0.0001337244,0.0001575977,0.0001703071,0.0002712177,0.0002062807],"domain_scores_gemma":[0.9979538,0.0005484747,0.00020489,0.0003186078,0.0008853027,0.0000888718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008815538,0.0006660767,0.03804293,0.00009819185,0.0001664032,4.920848e-9,0.8804064,0.0001851948,0.0009004822,0.02907022,0.04328163,0.007094261],"study_design_scores_gemma":[0.0007787801,0.0002564642,0.01960133,0.00007562032,0.00007204714,2.407506e-8,0.9497607,0.0009925169,0.000136979,0.001436402,0.02676335,0.0001257741],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958409,0.0004183011,0.0001749875,0.0324251,0.001153207,0.004578794,0.00008260774,0.00001256652,0.002745481],"genre_scores_gemma":[0.9945736,0.000007465949,0.0003206237,0.0002855434,0.0001363226,0.00009767479,0.000006532275,0.000008239073,0.004564001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3406218,"threshold_uncertainty_score":0.9989923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06954114128152422,"score_gpt":0.333620945651509,"score_spread":0.2640798043699847,"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."}}