{"id":"W4386250505","doi":"10.24908/iqurcp16741","title":"Measuring Shyness in Children Online","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Shyness; Session (web analytics); Psychology; Social psychology; Construct (python library); Applied psychology; Test (biology); Developmental psychology; Anxiety; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001913861,0.0003726498,0.0004027276,0.001459087,0.000873339,0.0008366024,0.0005052716,0.0005582301,0.0044179],"category_scores_gemma":[0.004216399,0.0002726242,0.0005305373,0.0006988475,0.0002570596,0.0009541934,0.001996915,0.0007956984,0.0009998108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006313192,"about_ca_system_score_gemma":0.0003561862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002202737,"about_ca_topic_score_gemma":0.004401989,"domain_scores_codex":[0.9986851,0.0003252098,0.0001713964,0.000182974,0.0004128741,0.0002224277],"domain_scores_gemma":[0.9973802,0.0004254502,0.0009912369,0.0001860915,0.0004519753,0.0005651021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001838028,0.001286354,0.8964397,0.0002522754,0.0001004527,0.0003708864,0.007983104,0.0001168772,0.004565339,0.0002472737,0.003633601,0.08482034],"study_design_scores_gemma":[0.000007950104,0.0003160624,0.9927966,0.00005244608,0.0000257579,0.0002964839,0.002294659,0.0001489729,0.001067347,0.00009244107,0.002882917,0.00001839344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919517,0.0001690459,0.0006151539,0.0001477848,0.00002261811,0.0003353013,0.0005847211,0.00005217928,0.00612154],"genre_scores_gemma":[0.9831746,0.000808194,0.006145456,0.0003962733,0.0000594404,0.001964205,0.001462647,0.00002661581,0.005962481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0044179,"threshold_uncertainty_score":0.01477933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3575496988937242,"score_gpt":0.4870621902557698,"score_spread":0.1295124913620456,"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."}}