{"id":"W4416130719","doi":"10.1108/978-1-83608-960-520251001","title":"Introduction and Editorial Perspective on Practitioner Research","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Homewood Research Institute","funders":"","keywords":"Perspective (graphical); Practitioner research; Key (lock)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007678024,0.001358074,0.001239879,0.006152446,0.004516993,0.01109687,0.002172902,0.0092805,0.04537278],"category_scores_gemma":[0.01711981,0.0007241408,0.0008936478,0.004470461,0.003552383,0.008079131,0.003272037,0.01300112,0.0236565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00562682,"about_ca_system_score_gemma":0.005440338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004092238,"about_ca_topic_score_gemma":0.01192999,"domain_scores_codex":[0.9959522,0.001204375,0.000232642,0.0004739063,0.001811489,0.0003253568],"domain_scores_gemma":[0.9839998,0.007790646,0.0004857907,0.0005006802,0.00576677,0.001456298],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000622071,0.000007279485,0.000007841137,0.0001011945,0.000001013618,0.00003533113,0.0001197278,0.00001936054,0.00005764907,0.01302855,0.9790404,0.007575486],"study_design_scores_gemma":[0.000002908895,0.000005429396,0.00003279415,0.0002018454,0.000001902665,0.00003759093,0.0001255489,0.00002192007,0.00002097668,0.004015529,0.9955292,0.000004427348],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001582477,0.03098289,0.001021417,0.226565,0.6571185,0.00005508334,0.0001652834,0.00009537374,0.08383828],"genre_scores_gemma":[0.003070155,0.02867878,0.00191469,0.1450203,0.4262641,0.0001321538,0.0002005343,0.000289084,0.3944303],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.992322,"threshold_uncertainty_score":0.1517871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839437904667585,"score_gpt":0.4787342444869881,"score_spread":0.2947904540202295,"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."}}