{"id":"W2178177024","doi":"10.1080/09650792.2015.1042984","title":"Conceptualizing indicator domains for evaluating action research","year":2015,"lang":"en","type":"article","venue":"Educational Action Research","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Conversation; Action research; Action (physics); Presentation (obstetrics); Process (computing); Psychology; Computer science; Management science; Process management; Pedagogy; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","sts","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.0821102,0.0001248249,0.0001887235,0.001537121,0.001549992,0.000708626,0.00077435,0.0001373914,0.004860784],"category_scores_gemma":[0.02956248,0.0001047261,0.00008858455,0.0024472,0.0003923133,0.001056371,0.0001686834,0.000779537,0.003617513],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241868,"about_ca_system_score_gemma":0.00665896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001156302,"about_ca_topic_score_gemma":0.0001148808,"domain_scores_codex":[0.9851863,0.003024118,0.0007257847,0.0007192452,0.00966358,0.0006809044],"domain_scores_gemma":[0.9778267,0.01142181,0.0002254828,0.0006055123,0.009465622,0.0004548894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005456505,0.0007416461,0.02512315,0.00003710599,0.00005199232,4.453518e-7,0.01093917,0.001376944,0.007339258,0.07289687,0.7412574,0.1396904],"study_design_scores_gemma":[0.001547207,0.000780965,0.0515021,0.00003552192,0.000007462978,0.00001137608,0.08515695,0.02047851,0.003351548,0.2421274,0.5947429,0.0002580766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9332626,0.0002169405,0.003171906,0.04012678,0.002726434,0.001698716,0.00002586102,0.0000479766,0.01872281],"genre_scores_gemma":[0.9691539,0.00002546835,0.00384348,0.0001940299,0.001793298,0.001053896,0.00008353599,0.0000210831,0.02383136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1692305,"threshold_uncertainty_score":0.9997498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9591009759835989,"score_gpt":0.7949866063831985,"score_spread":0.1641143696004004,"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."}}