{"id":"W2335339537","doi":"10.7748/nr2009.01.16.2.4.c6758","title":"Action research","year":2009,"lang":"en","type":"article","venue":"Nurse Researcher","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Confederation College","funders":"","keywords":"Action (physics); Action research; Psychology; Computer science; Sociology; Pedagogy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.02455482,0.00006745442,0.000113134,0.0006068875,0.0003228555,0.0003971571,0.0006608644,0.00008081646,0.01176143],"category_scores_gemma":[0.003530356,0.00004639044,0.00005763417,0.001767619,0.0001338039,0.0005112027,0.00003561271,0.0005590604,0.00871793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001521654,"about_ca_system_score_gemma":0.0003583191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002651778,"about_ca_topic_score_gemma":0.00003739076,"domain_scores_codex":[0.9917313,0.001159105,0.0003013489,0.0003594412,0.005971621,0.0004771129],"domain_scores_gemma":[0.9968076,0.0008752825,0.00004260589,0.0006746956,0.001400804,0.0001990458],"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":[0.00006361779,0.0001206111,0.002178188,9.722686e-7,0.000002953496,0.00000429541,0.0005073035,0.00003069294,0.002897021,0.009682843,0.1929728,0.7915387],"study_design_scores_gemma":[0.0004400244,0.0003829752,0.3331607,0.00001210196,0.00000127977,0.000004293242,0.003419791,0.006106422,0.00257376,0.100966,0.5528226,0.0001100678],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3892784,0.0001059163,0.0003928182,0.04257768,0.0002207547,0.000343839,0.000002136549,0.0000525317,0.567026],"genre_scores_gemma":[0.9269801,0.00003795333,0.0002945304,0.0002835858,0.0002138752,0.0000139522,0.00000265514,0.00000504714,0.07216826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7914287,"threshold_uncertainty_score":0.9920539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8571674905601864,"score_gpt":0.743545656250745,"score_spread":0.1136218343094414,"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."}}