{"id":"W3158802974","doi":"10.24908/iqurcp.8718","title":"Constraints on Children's Exploration","year":2016,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Educational Strategies and Epistemologies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subject (documents); Object (grammar); Perception; Field (mathematics); Psychology; Computer science; Social psychology; Artificial intelligence; World Wide Web; Mathematics","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":[0.003297697,0.000479083,0.0005036559,0.001099436,0.0007479902,0.004664631,0.0007475833,0.001078259,0.004935172],"category_scores_gemma":[0.03305332,0.0007829044,0.0004579517,0.0006417038,0.00238724,0.002774148,0.004013378,0.001027851,0.0006400818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001069187,"about_ca_system_score_gemma":0.00144633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004990763,"about_ca_topic_score_gemma":0.006192629,"domain_scores_codex":[0.994957,0.001481004,0.0005117754,0.000817637,0.001411314,0.0008212254],"domain_scores_gemma":[0.9679547,0.0206928,0.005364722,0.002698567,0.001975457,0.001313784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001746991,0.0003546841,0.4996998,0.00148438,0.0001786687,0.006926209,0.2389372,0.004242788,0.06829198,0.05325158,0.003528262,0.1213576],"study_design_scores_gemma":[0.0002709481,0.001250063,0.7145416,0.001963946,0.000335379,0.01039887,0.09730209,0.005894414,0.02788318,0.05679071,0.08298482,0.0003840713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9711633,0.0008936162,0.003174496,0.0004111505,0.000009469817,0.00002823859,0.0002406767,0.00009410233,0.02398494],"genre_scores_gemma":[0.9952745,0.0004251713,0.0027701,0.00004604005,0.000005099438,0.00005744472,0.0001640988,0.00003455815,0.001222841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004990763,"threshold_uncertainty_score":0.01744014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2092582875309185,"score_gpt":0.4304531670743284,"score_spread":0.2211948795434099,"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."}}