{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006610272,0.0001635058,0.0003697134,0.0002643703,0.00006880037,0.00001216567,0.0002404235,0.0002282243,0.0001986057],"category_scores_gemma":[0.0000359134,0.0001472845,0.00008411265,0.0003744645,0.0003038378,0.0000804822,0.00008434607,0.0005012194,0.000003169645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006170057,"about_ca_system_score_gemma":0.0000336846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001495483,"about_ca_topic_score_gemma":0.0009085379,"domain_scores_codex":[0.9980407,0.0003774884,0.0006473828,0.0004455673,0.00006742134,0.0004214816],"domain_scores_gemma":[0.9992284,0.00004990124,0.0001600343,0.0004446659,0.00003325011,0.00008375564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003210309,0.0003871341,0.7781816,0.00002057669,0.00003047038,0.0000477457,0.003777767,0.000001152143,0.0003989459,0.0009630463,0.00607831,0.2097923],"study_design_scores_gemma":[0.001934549,0.0002015555,0.9720154,0.000299188,0.00002298687,0.000192395,0.0180436,0.0001158178,0.0004036092,0.002734934,0.003844162,0.0001918181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9840668,0.006464469,0.000418375,0.0009471024,0.002881529,0.0003046025,0.00002291047,0.00001513175,0.004879119],"genre_scores_gemma":[0.9972561,0.0001385866,0.00191678,0.000387006,0.00005020686,0.00007389471,0.00004261038,0.00002203794,0.0001127911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2096004,"threshold_uncertainty_score":0.600609,"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."}}