{"id":"W6989062254","doi":"","title":"Advocating for Change: Insights from Educational Research and Practice","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Educational research; Qualitative research; Government (linguistics); Context (archaeology)","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":[0.1822355,0.0009070876,0.001839993,0.01017027,0.01749216,0.03719818,0.00639001,0.01851735,0.008935167],"category_scores_gemma":[0.2533549,0.0009146407,0.0009730194,0.008329337,0.08085674,0.03155166,0.01387461,0.01567767,0.0007674046],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.025783,"about_ca_system_score_gemma":0.05996937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01392974,"about_ca_topic_score_gemma":0.01923581,"domain_scores_codex":[0.8374677,0.1286918,0.004131324,0.004743148,0.01506495,0.00990107],"domain_scores_gemma":[0.3412068,0.6195026,0.008782226,0.007028575,0.0141229,0.009356904],"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":[0.00006907465,0.0003646943,0.00799667,0.001787983,0.0000739988,0.0006196777,0.3117755,0.0003611475,0.0001237545,0.5852883,0.0157184,0.07582081],"study_design_scores_gemma":[0.0001014172,0.0001044289,0.005867712,0.009725001,0.00006886707,0.0003514341,0.4058174,0.0006692069,0.0004239923,0.4577288,0.1190598,0.00008169981],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05872691,0.03020969,0.01142054,0.6982329,0.001173262,0.0003387266,0.000116212,0.00006738825,0.1997144],"genre_scores_gemma":[0.9468954,0.01504392,0.007445167,0.02673349,0.0004569413,0.0004659375,0.00005671765,0.00006855575,0.002833847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1822355,"threshold_uncertainty_score":0.9637648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8712743655533429,"score_gpt":0.7314577748485072,"score_spread":0.1398165907048358,"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."}}