{"id":"W4400104986","doi":"10.1086/730993","title":"Implementing along a Continuum: Comparing the Embedded Agency of Leaders and the Coupling Orientation of Educational Systems","year":2024,"lang":"en","type":"article","venue":"American Journal of Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orientation (vector space); Agency (philosophy); Coupling (piping); Sociology; Psychology; Pedagogy; Physics; Mathematics education; Computer science; Geometry; Mathematics; Engineering; Mechanical engineering; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00990076,0.000222847,0.0003018743,0.002362348,0.003847614,0.008264271,0.0009538538,0.000805611,0.002573895],"category_scores_gemma":[0.02881809,0.0003082567,0.0003590741,0.001774694,0.009695479,0.004679279,0.007047266,0.001574214,0.0002621461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004916096,"about_ca_system_score_gemma":0.003810522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007679489,"about_ca_topic_score_gemma":0.01014426,"domain_scores_codex":[0.9850783,0.008417536,0.0008233761,0.001266533,0.002695096,0.001718996],"domain_scores_gemma":[0.9745034,0.01095881,0.005918513,0.002114413,0.003173627,0.003331275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000272216,0.0006076873,0.6299529,0.0001725964,0.0001019183,0.0002119819,0.3058077,0.00062067,0.001597171,0.01768329,0.0004037396,0.04256824],"study_design_scores_gemma":[0.00003409376,0.0004663939,0.649722,0.0001450018,0.00003499963,0.00007689209,0.3387371,0.001106397,0.000648065,0.005178094,0.003812493,0.00003850077],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905952,0.00007150554,0.001373329,0.0002879901,0.000007159878,0.00005524144,0.00001415566,0.000009428227,0.007585886],"genre_scores_gemma":[0.9993788,0.00002227354,0.0003631926,0.00003078104,0.00000182435,0.00002332011,0.00001108395,0.000002842138,0.000165787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00990076,"threshold_uncertainty_score":0.05236089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08047280843019855,"score_gpt":0.4226874471620755,"score_spread":0.342214638731877,"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."}}