{"id":"W3216280680","doi":"10.3389/fpsyg.2021.755858","title":"More Effort, Less Fatigue: The Role of Interest in Increasing Effort and Reducing Mental Fatigue","year":2021,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Carleton University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; John Templeton Foundation; Bill and Melinda Gates Foundation","keywords":"Mental fatigue; Psychology; Applied psychology; Cognitive psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002156255,0.0003710075,0.0004888289,0.0005012419,0.0003255721,0.00117762,0.0003670739,0.0008448698,0.002617233],"category_scores_gemma":[0.00937227,0.0002290203,0.000806941,0.0003668285,0.000497436,0.000824036,0.0006204501,0.0009156439,0.0002165598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000402751,"about_ca_system_score_gemma":0.0004329279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001107384,"about_ca_topic_score_gemma":0.002372225,"domain_scores_codex":[0.9991242,0.0005467994,0.00004682541,0.0001179218,0.0000955559,0.00006878486],"domain_scores_gemma":[0.9931816,0.005095541,0.0009183557,0.0001783978,0.0002251433,0.0004008014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01153401,0.01091616,0.2539572,0.0197205,0.006933276,0.0003529022,0.006080737,0.001358547,0.01799955,0.003967285,0.004703532,0.6624764],"study_design_scores_gemma":[0.001241398,0.007442409,0.9646315,0.002460834,0.004517134,0.0003406153,0.00145533,0.001328887,0.003411068,0.004276755,0.008782121,0.0001120251],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.955038,0.03309114,0.002377774,0.002833524,0.0001444648,0.0001193639,0.0001833882,0.00002784449,0.006184536],"genre_scores_gemma":[0.9885026,0.006202239,0.003546324,0.0006997199,0.0001042174,0.0001385675,0.00009871854,0.00001166627,0.0006960985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002617233,"threshold_uncertainty_score":0.0114035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006784814571332,"score_gpt":0.4106982051902456,"score_spread":0.3100197237331124,"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."}}