{"id":"W4294043332","doi":"10.4018/978-1-6684-4144-2.ch020","title":"Teachers as Researchers","year":2022,"lang":"en","type":"book-chapter","venue":"Advances in educational marketing, administration, and leadership book series","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"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; Engineering ethics; Pedagogy; Mathematics education; Sociology; Computer science; Psychology; Political science; Engineering; World Wide Web","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":[0.01117354,0.0007656026,0.001082,0.00186864,0.00674405,0.01790981,0.001967621,0.005636719,0.02463358],"category_scores_gemma":[0.02146639,0.0009151463,0.0003637979,0.002066291,0.01670081,0.02209314,0.007036587,0.01420876,0.01589688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00879568,"about_ca_system_score_gemma":0.01133676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002499989,"about_ca_topic_score_gemma":0.00462612,"domain_scores_codex":[0.9850599,0.009565006,0.0005155249,0.001601402,0.002456958,0.0008012378],"domain_scores_gemma":[0.9864287,0.00680333,0.0007346947,0.001621083,0.00240692,0.002005326],"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":[0.00001630164,0.00006872231,0.0003619594,0.0004008201,0.000006210395,0.00014638,0.05539352,0.0001099153,0.0003300411,0.7240412,0.1674919,0.05163302],"study_design_scores_gemma":[0.000006543149,0.00001151237,0.00006091995,0.0003152711,0.000002559406,0.00009050594,0.007777967,0.00004949782,0.0000826621,0.04172441,0.9498721,0.000006102981],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007211795,0.08705499,0.02856522,0.188471,0.02065586,0.0005384883,0.000207171,0.001105542,0.66619],"genre_scores_gemma":[0.1029552,0.03591446,0.0181137,0.04936447,0.003518153,0.001102757,0.0002666407,0.0006871297,0.7880774],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02463358,"threshold_uncertainty_score":0.08240753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1593257520548323,"score_gpt":0.4004848380380631,"score_spread":0.2411590859832308,"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."}}