{"id":"W4378906502","doi":"10.19173/irrodl.v24i2.7024","title":"Developing a Conceptual Model of Self-Directed Learning in Virtual Environments for Medical Sciences Students","year":2023,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Educational technology; Excellence; Context (archaeology); Process (computing); Conceptual model; Virtual learning environment; Knowledge management; Experiential learning; Qualitative research; Psychology; Mathematics education; Multimedia; Sociology","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":[0.004818575,0.0008249592,0.0004365832,0.002969702,0.002208389,0.006125777,0.003470443,0.002442752,0.002644368],"category_scores_gemma":[0.00522227,0.0003483524,0.0009275714,0.002207058,0.006769495,0.008906963,0.003541655,0.002623927,0.0004034615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006027951,"about_ca_system_score_gemma":0.009208574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003793488,"about_ca_topic_score_gemma":0.003363408,"domain_scores_codex":[0.9962083,0.002281612,0.0002001807,0.0003502428,0.0006717816,0.0002878503],"domain_scores_gemma":[0.9961118,0.002066243,0.0004254644,0.0001614109,0.0006465008,0.0005886923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002617163,0.0002573379,0.005619949,0.0006483817,0.00003237629,0.0005077551,0.07543194,0.005080657,0.0007881475,0.860244,0.002547882,0.04881548],"study_design_scores_gemma":[0.0001831547,0.0006178862,0.01021843,0.003779767,0.0001306039,0.002234524,0.1475954,0.06143437,0.001209132,0.5798944,0.1925068,0.0001955343],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1938512,0.004998259,0.582436,0.02515277,0.0005927021,0.003074565,0.0003166971,0.0003847014,0.1891931],"genre_scores_gemma":[0.8177319,0.002363692,0.1693187,0.001328577,0.00006740824,0.002562191,0.0002503383,0.00003354147,0.006343667],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006125777,"threshold_uncertainty_score":0.04373604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2994872302189558,"score_gpt":0.5680848612098797,"score_spread":0.2685976309909238,"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."}}