{"id":"W3151399936","doi":"10.30828/real/2021.1.9","title":"Sustainable Teacher Leadership","year":2021,"lang":"en","type":"article","venue":"Research in Educational Administration & Leadership","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"Mount Royal University","keywords":"Psychology; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002186551,0.0002410385,0.0001650944,0.001468159,0.01358062,0.005710397,0.001000486,0.0008394723,0.009968659],"category_scores_gemma":[0.004919671,0.0002268313,0.0001433305,0.001892481,0.004896913,0.001224581,0.003330299,0.001047219,0.001798191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03653593,"about_ca_system_score_gemma":0.1145581,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8099227,"about_ca_topic_score_gemma":0.9478004,"domain_scores_codex":[0.9943818,0.000725798,0.00008359809,0.0003248493,0.003075462,0.001408515],"domain_scores_gemma":[0.9947089,0.0004625461,0.0003426132,0.0002553029,0.002812591,0.001418051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005436591,0.00008770938,0.07582442,0.0004837358,0.00002003811,0.003017188,0.2378715,0.001185195,0.004518704,0.1462958,0.183412,0.3472292],"study_design_scores_gemma":[0.000003144803,0.00002604771,0.02781057,0.0002281639,0.000005973955,0.0004386912,0.1048538,0.0002283183,0.0006291739,0.002708527,0.8630373,0.00003025901],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2211968,0.004007449,0.008599559,0.02821702,0.0006447028,0.0002072282,0.0004924921,0.0006308364,0.7360039],"genre_scores_gemma":[0.8485194,0.002007237,0.004380411,0.001649775,0.00003718931,0.0000611762,0.0002285134,0.0001239148,0.1429922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8099227,"threshold_uncertainty_score":0.3823934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.497112058328736,"score_gpt":0.4210536773820344,"score_spread":0.07605838094670153,"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."}}