{"id":"W6982996112","doi":"","title":"Learning environment and education leadership: A comparative study that includes British Columbia, Canada and Saudi Arabia","year":2018,"lang":"en","type":"article","venue":"Arca (British Columbia Electronic Library Network)","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Narrative; Bureaucracy; Educational leadership; Relation (database); Kingdom; Narrative inquiry; Leadership style; Learning environment; Instructional leadership; Cultural diversity","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000376472,0.0001346333,0.0003111825,0.00001835585,0.002222117,0.003883875,0.0003540706,0.0000806844,0.01164971],"category_scores_gemma":[0.00001974863,0.00029968,0.00003303308,0.0003400744,0.000828326,0.001139847,0.0003115665,0.0003533282,0.00000493036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001837629,"about_ca_system_score_gemma":0.001003879,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9455391,"about_ca_topic_score_gemma":0.9995255,"domain_scores_codex":[0.9969494,0.0005587757,0.0002659025,0.0006759719,0.0005068111,0.00104309],"domain_scores_gemma":[0.9992617,0.0001357975,0.0001549301,0.0001704229,0.0000251956,0.0002519859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001166404,0.0002781888,0.7419473,0.00002597744,0.00009580581,0.00002572036,0.004054267,0.000009873138,3.799678e-7,0.0004731356,0.1842026,0.0688751],"study_design_scores_gemma":[0.001218415,0.001491439,0.5215262,0.000425541,0.0001215513,0.00004339998,0.05758749,0.0001723954,0.000001137055,0.04857395,0.3678036,0.001034914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9061723,0.003760918,0.000001137027,0.0003241496,0.0002579492,0.001108641,0.000004572527,0.0001058073,0.08826455],"genre_scores_gemma":[0.9179642,0.001952586,0.00005224529,0.000583651,0.0005465504,0.0001023977,0.00002442126,0.0000270274,0.07874693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2204211,"threshold_uncertainty_score":0.9999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502821172511076,"score_gpt":0.2196689340163752,"score_spread":0.2046407222912645,"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."}}