{"id":"W4226289717","doi":"10.1080/15700763.2021.2017465","title":"Understanding Decision-Making in Educational Contexts: A Case Study Approach","year":2021,"lang":"en","type":"article","venue":"Leadership and Policy in Schools","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Sociology; Psychology; Pedagogy; Mathematics education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009048673,0.0007861955,0.000659929,0.00213642,0.01194816,0.01307465,0.00320879,0.005954424,0.007014133],"category_scores_gemma":[0.013302,0.0006573923,0.0007939534,0.003217782,0.01233692,0.01143128,0.006226362,0.004756184,0.0005049192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006514937,"about_ca_system_score_gemma":0.006521374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01351742,"about_ca_topic_score_gemma":0.03108217,"domain_scores_codex":[0.9888692,0.009056502,0.0001902724,0.0004182133,0.0004497921,0.001015991],"domain_scores_gemma":[0.9755504,0.02181678,0.000737812,0.0004938167,0.0006144359,0.0007868512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001828992,0.001339909,0.01303613,0.0006483428,0.0000445852,0.007295746,0.552763,0.003422444,0.001061421,0.3847532,0.003499199,0.03195322],"study_design_scores_gemma":[0.00005922489,0.0001439524,0.003256551,0.0007557968,0.00004985881,0.001343113,0.8719233,0.005702971,0.001148307,0.07238815,0.04317739,0.00005144803],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7519671,0.002706513,0.06483801,0.02075996,0.0002337248,0.0008009381,0.0002624338,0.000076977,0.1583544],"genre_scores_gemma":[0.9733304,0.0009644762,0.02086267,0.0003974864,0.00001571185,0.0002478503,0.00003759679,0.00001662874,0.004127314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01351742,"threshold_uncertainty_score":0.04785454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4611374327075924,"score_gpt":0.483011510610185,"score_spread":0.0218740779025926,"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."}}