{"id":"W4367339275","doi":"10.4103/ijcn.ijcn_74_22","title":"Q-Methodology as a Research Design","year":2023,"lang":"en","type":"article","venue":"Indian Journal of Continuing Nursing Education","topic":"Q Methodology Applications","field":"Decision Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Research design; Management science; Computer science; Engineering; Sociology; Social science","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":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06451474,0.0001024586,0.0003411143,0.002911517,0.0002722832,0.0002165604,0.001063423,0.0001732369,0.0001637785],"category_scores_gemma":[0.06669637,0.00008818496,0.0001197792,0.003551577,0.0004295153,0.000347764,0.00003246094,0.0007093047,0.001096576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838076,"about_ca_system_score_gemma":0.001390293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009786632,"about_ca_topic_score_gemma":0.000001935271,"domain_scores_codex":[0.9892368,0.007752929,0.001018834,0.0003055395,0.00125755,0.0004283915],"domain_scores_gemma":[0.9688178,0.02677181,0.0008798593,0.0005730712,0.002717874,0.0002395468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007226228,0.0001091173,0.0008890517,0.000001955834,0.00001247778,0.000021332,0.03128895,0.0001179613,0.00785922,0.004422963,0.08070357,0.8745011],"study_design_scores_gemma":[0.0002703706,0.0003369215,0.02780538,0.0003622206,0.00002128584,0.001431821,0.03608659,0.00007060481,0.005374657,0.9117228,0.01638497,0.0001323785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.854678,0.0004326516,0.1185021,0.01864241,0.004319595,0.0003097352,0.000001052785,0.00004484704,0.003069623],"genre_scores_gemma":[0.8465652,0.00002201072,0.1488089,0.0001205319,0.000803249,0.00001875321,0.000001370075,0.00002087737,0.003639128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9072998,"threshold_uncertainty_score":0.9996812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6515607636799823,"score_gpt":0.6319385266876956,"score_spread":0.01962223699228671,"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."}}