{"id":"W1625331684","doi":"10.18438/b8g906","title":"Research Methods: Action Research","year":2016,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Action (physics); Data science; Library science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1171314,0.002684447,0.004018067,0.008962291,0.003908989,0.006626599,0.005860727,0.005374969,0.2266367],"category_scores_gemma":[0.2403724,0.00181341,0.001717519,0.01023485,0.005429981,0.006198513,0.005233961,0.007324813,0.0692995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006915029,"about_ca_system_score_gemma":0.02773959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002654271,"about_ca_topic_score_gemma":0.003663991,"domain_scores_codex":[0.8773271,0.08562841,0.01340541,0.004990275,0.01722723,0.001421534],"domain_scores_gemma":[0.799001,0.09924684,0.009505574,0.03838177,0.04820466,0.005660234],"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":[0.003522044,0.0009066205,0.0007390651,0.0914156,0.0002854525,0.0002300554,0.002637306,0.0007286853,0.001755356,0.07968145,0.2315293,0.586569],"study_design_scores_gemma":[0.003269579,0.001743555,0.002375856,0.09841084,0.000826637,0.0002942108,0.003044645,0.001282144,0.002578835,0.0583982,0.8276117,0.0001637873],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"methods","genre_scores_codex":[0.004820264,0.04784644,0.198182,0.0334455,0.04487723,0.3478699,0.03134198,0.001844344,0.2897724],"genre_scores_gemma":[0.04568622,0.04178163,0.2448164,0.01085913,0.004821286,0.5447003,0.00661354,0.001040249,0.0996813],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2266367,"threshold_uncertainty_score":0.7581754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.28167321831364,"score_gpt":0.537221589425225,"score_spread":0.255548371111585,"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."}}