{"id":"W4234934236","doi":"10.18438/b8kc7g","title":"Research Methods: Action Research","year":2013,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Action (physics); Data science; Information retrieval; Physics","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":["metaresearch","scholarly_communication","insufficient_payload"],"category_scores_codex":[0.05598336,0.0000958064,0.0001261143,0.0008061881,0.00203102,0.00213495,0.0004948927,0.0001735539,0.003170357],"category_scores_gemma":[0.09006734,0.00008969128,0.00003187247,0.002589134,0.0009830002,0.3651392,0.0002581076,0.001234218,0.001632554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008759713,"about_ca_system_score_gemma":0.001460769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007678878,"about_ca_topic_score_gemma":7.370508e-7,"domain_scores_codex":[0.9647123,0.03183952,0.0004166293,0.0002335013,0.00198518,0.0008129138],"domain_scores_gemma":[0.9524316,0.04543682,0.0001489795,0.0003802027,0.001045271,0.0005570849],"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":[0.000235625,0.00006826704,0.0003233996,0.00009913009,0.00001175631,0.000002135291,0.004421914,0.00001330604,0.0009559352,0.662852,0.03075251,0.300264],"study_design_scores_gemma":[0.0001163115,0.0001648319,0.004140318,0.000120775,0.000003991054,0.000001211791,0.02874225,0.00203269,0.004674175,0.00398393,0.9559113,0.0001081542],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03008828,0.001939769,0.0303671,0.5581211,0.0006073599,0.003569028,0.000005013803,0.0005384915,0.3747639],"genre_scores_gemma":[0.4900245,0.01792885,0.4342146,0.04425956,0.00132033,0.002166888,0.00002493584,0.00005652114,0.01000382],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9251589,"threshold_uncertainty_score":0.9992682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7690255565031879,"score_gpt":0.7228201285366648,"score_spread":0.04620542796652316,"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."}}