{"id":"W2019639786","doi":"10.1002/tl.392","title":"Plus ça change … educational development past and future","year":2010,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Queen (butterfly); Citation; Library science; Sociology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008032112,0.00005688967,0.00006535253,0.00007685678,0.00322516,0.000111752,0.00003557368,0.00006426544,0.00007010816],"category_scores_gemma":[0.0002354401,0.00005580708,0.00001683212,0.00006538316,0.0000432644,0.0001275515,0.000008629549,0.0004176512,0.000005403394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003052901,"about_ca_system_score_gemma":0.0002211222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005445539,"about_ca_topic_score_gemma":0.002171793,"domain_scores_codex":[0.9994578,0.0001185893,0.00008535499,0.0001273978,0.00007532423,0.0001355071],"domain_scores_gemma":[0.9995714,0.000181989,0.00004931169,0.00003898756,0.000030281,0.000127999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000196852,0.00001632403,0.01792848,0.00001129794,0.000009827222,2.083922e-8,0.364176,4.917245e-7,0.00005602661,0.0429086,0.004341472,0.5705495],"study_design_scores_gemma":[0.00008848956,0.000006632681,0.02801058,0.000009789475,0.000004297857,0.000002567631,0.02498953,0.000005905176,0.000001590725,0.0000897631,0.9467223,0.0000685844],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9196033,0.0006004822,0.0002261026,0.03399621,0.003524652,0.0003291106,0.000001505702,0.0001339494,0.04158467],"genre_scores_gemma":[0.9147716,0.00006780392,0.007362554,0.0002111738,0.01441737,0.0001040805,0.00001194583,0.00001252531,0.06304096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9423808,"threshold_uncertainty_score":0.9980725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0330764808021833,"score_gpt":0.3558933393121431,"score_spread":0.3228168585099598,"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."}}