{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0195029,0.00005977775,0.00006814856,0.0005607524,0.001330878,0.0008807378,0.0003105711,0.00008641902,0.001097601],"category_scores_gemma":[0.01671055,0.00004466878,0.00002100259,0.001246233,0.0003363607,0.2800213,0.0002092323,0.0003264047,0.0006478776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004586651,"about_ca_system_score_gemma":0.0003174926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005733661,"about_ca_topic_score_gemma":8.73978e-7,"domain_scores_codex":[0.9940134,0.004447801,0.0002387412,0.0001512515,0.0007840761,0.0003647125],"domain_scores_gemma":[0.9852363,0.01401206,0.00009690861,0.0002093376,0.0003063697,0.0001389861],"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":[0.0001334026,0.00001380152,0.0002449469,0.00003509704,0.000004644071,8.819747e-7,0.001334992,7.092558e-7,0.0001050925,0.6668098,0.01262469,0.3186919],"study_design_scores_gemma":[0.0001292483,0.00005701515,0.001211092,0.0002244525,0.000004101572,4.138717e-7,0.01155897,0.0001368145,0.001248221,0.002275622,0.9830812,0.00007291732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.002332513,0.0007511233,0.01835662,0.3709506,0.0004067774,0.0006553826,0.00000170876,0.0002359089,0.6063094],"genre_scores_gemma":[0.813504,0.04131533,0.06419523,0.02232836,0.001921526,0.0003435271,0.00001578419,0.00003750492,0.05633873],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9704564,"threshold_uncertainty_score":0.9999692,"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."}}