{"id":"W4414092404","doi":"10.5539/hes.v15n4p193","title":"7Rs Steps to Guide Exploratory Factor Analysis in EFL Research","year":2025,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exploratory factor analysis; Statistical analysis; Feeling; Factor (programming language); Advice (programming); Exploratory research","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1194643,0.003022666,0.001886208,0.008290559,0.005486479,0.00813907,0.004428517,0.003975746,0.0320379],"category_scores_gemma":[0.2429516,0.003225523,0.00347386,0.006468998,0.00418973,0.005341913,0.007407869,0.01036391,0.02127539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005094858,"about_ca_system_score_gemma":0.03249543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00930271,"about_ca_topic_score_gemma":0.0276299,"domain_scores_codex":[0.8975979,0.06819946,0.01379669,0.003597999,0.01525929,0.001548636],"domain_scores_gemma":[0.7245397,0.1485316,0.009447156,0.02161171,0.09295837,0.002911487],"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":[0.0002627281,0.001451452,0.00354554,0.006628136,0.0001356547,0.0005617426,0.04879574,0.001972851,0.007513803,0.04895475,0.1684428,0.7117348],"study_design_scores_gemma":[0.0005255353,0.0007824773,0.00893471,0.01251943,0.0001547736,0.0008835301,0.03189189,0.01212457,0.01184925,0.1000831,0.8198092,0.0004416701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01120654,0.001120991,0.8485231,0.008722919,0.001196739,0.08383453,0.004453557,0.01022837,0.03071329],"genre_scores_gemma":[0.003030765,0.0002089474,0.9616141,0.0004288834,0.00002958336,0.03072319,0.0005752945,0.0002904,0.003098805],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1194643,"threshold_uncertainty_score":0.6317952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2894314636192148,"score_gpt":0.4913135555061244,"score_spread":0.2018820918869096,"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."}}