{"id":"W4226071117","doi":"10.31234/osf.io/qa9td","title":"Conversational agents for fostering curiosity-driven learning in children","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Psychological and Educational Research Studies","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Association Nationale de la Recherche et de la Technologie","keywords":"Curiosity; Psychology; Competence (human resources); Metacognition; Incentive; Cognitive psychology; Social psychology; Cognition; Neuroscience","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004253822,0.0001758619,0.0002497404,0.000215595,0.0001924571,0.00003297758,0.0003871415,0.0001358311,0.0172086],"category_scores_gemma":[0.0002377808,0.0001655063,0.0001387141,0.0001094101,0.00006142444,0.00002689604,0.001486859,0.0008969298,0.0001267075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001687545,"about_ca_system_score_gemma":0.00008488479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003233269,"about_ca_topic_score_gemma":0.00001089865,"domain_scores_codex":[0.9982995,0.0001737801,0.0002675909,0.0005987053,0.0002779578,0.0003824006],"domain_scores_gemma":[0.9991699,0.0004028672,0.00009850277,0.0001972048,0.00005872883,0.00007279248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002109778,0.0006181491,0.9264238,0.00005668617,0.0005344091,0.000005925044,0.003194081,0.002165877,0.00000842098,0.01059054,0.04747299,0.00871812],"study_design_scores_gemma":[0.0006357473,0.00009567245,0.9596269,0.00001739029,0.000009829342,0.000002613025,0.000645754,0.0001140016,8.78809e-7,0.006458717,0.03219011,0.0002024455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8648608,0.0003487018,0.0005777194,0.004571847,0.002051994,0.001605941,0.0001444919,0.0001152391,0.1257233],"genre_scores_gemma":[0.9695898,0.0001114673,0.0005576113,0.0007245598,0.0003226348,0.00195666,0.0007624369,0.00002034894,0.02595445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1047291,"threshold_uncertainty_score":0.9836898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1881792529545675,"score_gpt":0.4546189113356435,"score_spread":0.266439658381076,"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."}}