{"id":"W4233380453","doi":"10.31219/osf.io/f4xdy","title":"Lay Beliefs about Boredom: A Mixed-Methods Investigation","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Boredom; Psychology; Construct (python library); Social psychology; Scale (ratio); Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03376467,0.0011885,0.002178949,0.002399736,0.002378343,0.002205267,0.001742347,0.001478508,0.003809692],"category_scores_gemma":[0.03632801,0.0009502709,0.00244881,0.002943062,0.001048862,0.001496445,0.001565639,0.001014465,0.0005877244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495816,"about_ca_system_score_gemma":0.002813492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004288982,"about_ca_topic_score_gemma":0.008071985,"domain_scores_codex":[0.9775915,0.01470912,0.002101108,0.002189194,0.002690736,0.0007184351],"domain_scores_gemma":[0.966472,0.02433579,0.003036112,0.002960986,0.002887029,0.0003081472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.008803765,0.02251106,0.3679981,0.01410957,0.007662754,0.002874723,0.1503082,0.001196651,0.01090023,0.009070667,0.004204141,0.4003601],"study_design_scores_gemma":[0.005684463,0.05992633,0.6284236,0.008460879,0.009620157,0.002817096,0.1834725,0.01474452,0.01318619,0.0172181,0.05557439,0.0008718237],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.890813,0.005562321,0.06260274,0.0003735277,0.0002048614,0.03451097,0.002101326,0.0001140145,0.003717338],"genre_scores_gemma":[0.7807782,0.002853932,0.1003523,0.001835238,0.0001712294,0.1086959,0.001482763,0.00009066577,0.003739732],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03376467,"threshold_uncertainty_score":0.1785668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06010032886445078,"score_gpt":0.3558462268415787,"score_spread":0.295745897977128,"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."}}