{"id":"W2994020164","doi":"10.25115/ejrep.v17i49.2421","title":"Latin American undergraduates and learning patterns in the transition to higher education: an exploratory study in Colombia","year":2019,"lang":"en","type":"article","venue":"Electronic Journal of Research in Educational Psychology","topic":"Educational Outcomes and Influences","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Learning styles; Path analysis (statistics); Meaning (existential); Psychology; Dimension (graph theory); Multivariate analysis of variance; Descriptive statistics; Perception; Perspective (graphical); Exploratory research; Mathematics education; Sociology; Social science; Computer science; Artificial intelligence; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.006898772,0.00007070853,0.0001609235,0.0007347315,0.0001296766,0.00006090532,0.000383961,0.00003966814,0.0001820514],"category_scores_gemma":[0.0001740587,0.00005941625,0.00002069783,0.001274531,0.0001698964,0.0003152521,0.00001096841,0.001077919,0.0000129299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004497398,"about_ca_system_score_gemma":0.002679145,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002580444,"about_ca_topic_score_gemma":0.02488123,"domain_scores_codex":[0.9956433,0.002784279,0.0003506346,0.0002031801,0.0005592718,0.0004593773],"domain_scores_gemma":[0.9983852,0.00108258,0.0001139215,0.0001076813,0.0002207124,0.00008990467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006325392,0.001168572,0.9188592,0.000003846407,0.000006560306,0.000001258035,0.05898464,0.00008483151,0.00002466175,0.01829324,0.0003279453,0.002181946],"study_design_scores_gemma":[0.0002718128,0.000941553,0.8083992,0.00003081496,0.00000111867,0.000003032514,0.1695171,0.000001150588,2.721067e-7,0.0163201,0.004461651,0.00005216296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884167,0.0003272702,7.72356e-7,0.1139432,0.0002740781,0.0003604949,2.791648e-7,0.00000148569,0.0009255069],"genre_scores_gemma":[0.9975914,0.000293354,0.00004005314,0.001289423,0.0003085334,0.00006399144,0.000002466544,0.00000614857,0.000404666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1134244,"threshold_uncertainty_score":0.9929122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08543773179545798,"score_gpt":0.5058707916243927,"score_spread":0.4204330598289348,"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."}}