{"id":"W3158889790","doi":"10.1017/s0140525x20000795","title":"Willpower is overrated","year":2021,"lang":"en","type":"letter","venue":"Behavioral and Brain Sciences","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Psychology; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003162446,0.0003029193,0.0003676444,0.0001870849,0.0004242553,0.0002143567,0.0003839353,0.0007435327,0.01714586],"category_scores_gemma":[0.000009361927,0.0002453206,0.0002009818,0.0004974029,0.000754062,0.0001729239,0.0001130787,0.001065709,0.0002628202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002612378,"about_ca_system_score_gemma":0.0001416307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001503094,"about_ca_topic_score_gemma":0.00007901036,"domain_scores_codex":[0.9974016,0.0001857223,0.0004177081,0.0008773147,0.0004247774,0.0006928663],"domain_scores_gemma":[0.9991993,0.00006089183,0.0001739532,0.0003334133,0.0000934741,0.0001389419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003037239,0.0001026915,0.002674391,0.00001159796,0.00000536661,0.0002713728,0.0003558139,3.818829e-9,0.00002464668,0.00008494897,0.9831334,0.01333267],"study_design_scores_gemma":[0.0002054065,0.000492801,0.01101793,0.0001099929,0.00005014332,0.00009638638,0.000400251,8.868048e-7,0.00001537415,0.00009685584,0.9871634,0.0003505234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2297335,0.002635304,0.000003722993,0.7534333,0.003940002,0.0003158999,0.0003228304,0.00009741946,0.009518011],"genre_scores_gemma":[0.01255137,0.00002499385,0.000134505,0.8551611,0.001133718,0.00008908397,0.0002242027,0.00002992596,0.1306511],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2171822,"threshold_uncertainty_score":0.9999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1791046885757196,"score_gpt":0.4509574882987369,"score_spread":0.2718527997230173,"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."}}