{"id":"W2902931191","doi":"10.22230/ijepl.2018v13n11a765","title":"An Exploratory Analysis of the Prevalence of Quantitative Research Concepts in Journal Articles","year":2018,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Educational Assessment and Improvement","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exploratory analysis; Exploratory research; Quantitative analysis (chemistry); Educational research; Library science; Psychology; Medical education; Sociology; Social science; Medicine; Data science; Computer science","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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.154004,0.0007037394,0.0009771367,0.03314947,0.003415923,0.007460018,0.001920388,0.001292867,0.00365503],"category_scores_gemma":[0.4797426,0.001033775,0.0009800737,0.0235223,0.005595987,0.00626635,0.006131007,0.001368146,0.000511655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003598846,"about_ca_system_score_gemma":0.005116316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001062899,"about_ca_topic_score_gemma":0.001853516,"domain_scores_codex":[0.7575737,0.1186121,0.04259952,0.01064763,0.06615461,0.004412436],"domain_scores_gemma":[0.2495729,0.5966248,0.0716004,0.02217024,0.05830189,0.001729814],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009448229,0.0004847681,0.5633186,0.009024303,0.0005719028,0.001050293,0.196846,0.0003509109,0.01164512,0.01786243,0.004093203,0.1938077],"study_design_scores_gemma":[0.0002018732,0.001379704,0.5519378,0.01113645,0.0006131998,0.006370996,0.3032985,0.003501674,0.01155542,0.01310604,0.09651593,0.0003824045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9282336,0.006434304,0.04269125,0.002405939,0.0003270612,0.002785071,0.002471679,0.0001771228,0.01447386],"genre_scores_gemma":[0.9648192,0.002379583,0.02515899,0.0007225265,0.0001984519,0.0041331,0.001214998,0.0001227234,0.001250596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9668505,"threshold_uncertainty_score":0.8144607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6071300700543878,"score_gpt":0.6089248016726065,"score_spread":0.001794731618218748,"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."}}