{"id":"W2484312646","doi":"10.4018/978-1-4666-7409-7.ch016","title":"Teachers as Researchers","year":2014,"lang":"en","type":"book-chapter","venue":"Advances in knowledge acquisition, transfer, and management book series/Advances in knowledge acquisition, transfer and management book series","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Participatory action research; Action research; Citizen journalism; Narrative; Action (physics); The arts; Mathematics education; Pedagogy; Engineering ethics; Sociology; Computer science; Psychology; Political science; Engineering","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":[0.01378981,0.0008189728,0.001293971,0.002089215,0.006729683,0.01982181,0.002260328,0.006294186,0.02619796],"category_scores_gemma":[0.02609418,0.0009577368,0.000392159,0.002424881,0.01880062,0.02521855,0.008691711,0.01503701,0.01632604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009328749,"about_ca_system_score_gemma":0.01189185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002058412,"about_ca_topic_score_gemma":0.00345166,"domain_scores_codex":[0.9807915,0.01235801,0.0007298294,0.002227466,0.002922262,0.0009708936],"domain_scores_gemma":[0.9831765,0.00826486,0.0009768569,0.002202612,0.002817478,0.002561694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001993306,0.0000729692,0.000396122,0.0004695085,0.000008468067,0.0001488792,0.05580385,0.0001308168,0.0003653551,0.7358607,0.1503542,0.05636919],"study_design_scores_gemma":[0.000008000257,0.00001356448,0.00006733961,0.0003730581,0.000003259635,0.00009522562,0.008253753,0.00005862239,0.00009047649,0.05035733,0.9406723,0.000007091439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008145834,0.1021448,0.03267096,0.2148556,0.02219981,0.0005821341,0.0002348322,0.001159166,0.6180069],"genre_scores_gemma":[0.1377229,0.04566732,0.02232774,0.05863097,0.004561442,0.001368181,0.000373287,0.0008537213,0.7284943],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02619796,"threshold_uncertainty_score":0.08764082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176011110044875,"score_gpt":0.3385604984718861,"score_spread":0.3068003873714374,"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."}}