{"id":"W1916783380","doi":"","title":"Principals Facing Inclusive Schooling or Integration","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Inclusion (mineral); Pedagogy; Transactional leadership; Adaptability; Psychology; Leadership style; Process (computing); Style (visual arts); Mathematics education; Sociology; Social psychology; Management; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003266148,0.0001206078,0.0001740201,0.0006698563,0.001194034,0.0001521304,0.0002719083,0.0001239146,0.000406236],"category_scores_gemma":[0.007023668,0.0001198775,0.00005993984,0.0007508576,0.00008568354,0.001077989,0.00000984799,0.0003247025,0.00001604081],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01309295,"about_ca_system_score_gemma":0.02686656,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.16256,"about_ca_topic_score_gemma":0.8766922,"domain_scores_codex":[0.9982482,0.0004385183,0.0004290736,0.0001203866,0.0001173551,0.0006464228],"domain_scores_gemma":[0.9962328,0.0001491283,0.0004827114,0.0001605275,0.00117329,0.001801562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001669294,0.00007327933,0.02237016,0.00002624723,0.00002311042,0.00000380175,0.8726017,0.00006632095,0.0006599193,0.04493923,0.01186272,0.04735679],"study_design_scores_gemma":[0.0001627949,0.00007911688,0.02131476,0.0004368802,0.00005776581,0.0001076741,0.4497123,0.00004017029,0.0002706459,0.002167833,0.5253671,0.0002829232],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9750791,0.000646844,0.0008985651,0.0068264,0.006527473,0.0002113087,0.000007346999,0.00001089111,0.009792076],"genre_scores_gemma":[0.9922874,0.00005312301,0.00141645,0.0004886664,0.002817384,0.0000124912,0.00001710931,0.00001593083,0.00289142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7141322,"threshold_uncertainty_score":0.9906956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05904764392360518,"score_gpt":0.3572916321558435,"score_spread":0.2982439882322383,"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."}}