{"id":"W4301360284","doi":"","title":"Self-Directed Learning and Student Attitudes","year":2007,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Autodidacticism; Psychology; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002854561,0.0002023574,0.0002297335,0.001512312,0.0008286175,0.002345789,0.0003450628,0.0004910022,0.003717637],"category_scores_gemma":[0.008847154,0.0001265478,0.0003497791,0.0006577439,0.001472452,0.0006124863,0.0008781583,0.001191585,0.0004328165],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008743206,"about_ca_system_score_gemma":0.0005683629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00357867,"about_ca_topic_score_gemma":0.004056281,"domain_scores_codex":[0.9979833,0.0008171915,0.0001245435,0.0001211847,0.0007278587,0.0002258513],"domain_scores_gemma":[0.9852164,0.005467385,0.003770596,0.0004303206,0.001980536,0.003134798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007569983,0.001137701,0.9671876,0.00004185967,0.00004736722,0.0001099719,0.01674116,0.0001019996,0.000412757,0.0005395377,0.0002832655,0.01332114],"study_design_scores_gemma":[0.0000185312,0.000654725,0.9688394,0.00006262782,0.00003263591,0.0002261155,0.02552112,0.0004519005,0.0005913656,0.000782298,0.002783302,0.00003598595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963168,0.00007375819,0.00005017636,0.0001078223,0.000005022191,0.0000128823,0.00001609575,0.000003944708,0.003413428],"genre_scores_gemma":[0.9988279,0.00005471287,0.00004741023,0.00004921837,0.000003506731,0.000007937534,0.00001992584,0.000001622642,0.0009878299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003717637,"threshold_uncertainty_score":0.01509649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2815487698764275,"score_gpt":0.6489415813918225,"score_spread":0.3673928115153949,"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."}}