{"id":"W4289667421","doi":"10.7202/1091093ar","title":"Explorer le leadership des directions d’établissement scolaire par l’analyse de l’activité en autoconfrontation croisée","year":2022,"lang":"fr","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Political science; Sociology; Psychology","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002399933,0.0001651983,0.0001977416,0.0005627134,0.002923883,0.0001858516,0.0002237797,0.000115238,0.001790926],"category_scores_gemma":[0.001547166,0.0002108077,0.0001278571,0.0007158695,0.001174049,0.0006844797,0.000009057489,0.0004303005,0.000008202354],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595588,"about_ca_system_score_gemma":0.05408015,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04657827,"about_ca_topic_score_gemma":0.08097514,"domain_scores_codex":[0.9972181,0.001343273,0.0005109789,0.0001996259,0.0002720078,0.0004559554],"domain_scores_gemma":[0.9972166,0.001012914,0.0004418501,0.00009684783,0.0003718688,0.0008599639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001617136,0.000314568,0.04283117,0.0000483659,0.000170669,0.000003851491,0.1823618,0.0002247457,0.00006269165,0.7525259,0.01404862,0.007391354],"study_design_scores_gemma":[0.0004051092,0.0003204825,0.2792092,0.00007625539,0.00012882,0.0003080615,0.4359068,0.00003815998,0.00005746445,0.04134537,0.2419053,0.0002989519],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4194503,0.004883505,0.0001257929,0.5631296,0.003013466,0.0002479546,0.00010923,0.000006829521,0.00903335],"genre_scores_gemma":[0.9814498,0.0003595356,0.001560297,0.001807077,0.005124921,0.00008905023,0.00007731515,0.00001798398,0.00951406],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7111806,"threshold_uncertainty_score":0.9991215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2454105357831373,"score_gpt":0.4302480569860531,"score_spread":0.1848375212029158,"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."}}