{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.06685122,0.001166533,0.001177867,0.002893228,0.005423422,0.01243267,0.002908234,0.006777431,0.02030555],"category_scores_gemma":[0.09616879,0.000761039,0.001165318,0.002102611,0.01678318,0.008606417,0.00776534,0.009852443,0.004679879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005514761,"about_ca_system_score_gemma":0.01393961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00257494,"about_ca_topic_score_gemma":0.003723553,"domain_scores_codex":[0.9088609,0.07219876,0.002155581,0.004304075,0.01067539,0.001805212],"domain_scores_gemma":[0.8790336,0.09656194,0.002917718,0.006528489,0.009731852,0.005226346],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007042478,0.0002922931,0.001126906,0.001053869,0.00005101771,0.0001605263,0.01459257,0.0004893923,0.0003111244,0.735293,0.09507395,0.151485],"study_design_scores_gemma":[0.00007382924,0.0002064366,0.0006447788,0.002629895,0.00002862852,0.0002456587,0.01757648,0.0007188041,0.0006514013,0.3171775,0.6599885,0.00005808834],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005978288,0.02371045,0.1189036,0.3275766,0.01065141,0.001733392,0.000143707,0.0002858118,0.5110167],"genre_scores_gemma":[0.361495,0.03441708,0.2096682,0.1461024,0.002483181,0.00614913,0.0003014003,0.0003855549,0.2389981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9331488,"threshold_uncertainty_score":0.3535473,"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."}}