{"id":"W2330626941","doi":"10.1002/j.0022-0337.2014.78.6.tb05748.x","title":"Changes in Self‐Directed Learning Readiness in Dental Students: A Mixed‐Methods Study","year":2014,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Saskatchewan; Saskatchewan Health Authority","funders":"","keywords":"Psychological intervention; Medicine; Population; Drop out; Psychology; Dental education; Family medicine; Dentistry; Nursing; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003158793,0.0001319233,0.0003462689,0.001147868,0.00004690867,0.00003845679,0.0001829159,0.00009255298,0.00009585269],"category_scores_gemma":[0.002387288,0.0001215823,0.00004244305,0.001238521,0.00002910738,0.0002044923,0.00003970627,0.0006840325,0.00001524243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000794078,"about_ca_system_score_gemma":0.0003255571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001011784,"about_ca_topic_score_gemma":0.0003014363,"domain_scores_codex":[0.9977786,0.0005318644,0.0007271829,0.000171306,0.0006061312,0.0001849155],"domain_scores_gemma":[0.9989042,0.0001077008,0.0004443124,0.000145255,0.0003303032,0.00006817295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000896868,0.005824133,0.8770536,0.00005371232,0.00003378336,0.000008689626,0.006002383,0.000008028275,0.001115444,0.00001471059,0.00105929,0.1087365],"study_design_scores_gemma":[0.002052143,0.0007388594,0.9391715,0.0004375361,0.00007036415,0.0003083301,0.05453167,0.000410324,0.0004462553,0.00003045491,0.00169802,0.0001045428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995431,0.00009004196,0.0001103441,0.0006117554,0.002964462,0.0004164108,1.18893e-7,0.00002942718,0.000346445],"genre_scores_gemma":[0.9852409,0.00002937425,0.01324639,0.000349801,0.0006274254,0.00004078125,0.00001243985,0.00002102343,0.0004318282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.108632,"threshold_uncertainty_score":0.4957983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01351767851094072,"score_gpt":0.4296971615174017,"score_spread":0.416179483006461,"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."}}