{"id":"W3178845484","doi":"10.31234/osf.io/yn5r2","title":"Risky Choice and Memory for Effort: Hard Work Stands Out","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Decision-Making and Behavioral Economics","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Preference; Actuarial science; Action (physics); Work (physics); Computer science; Psychology; Economics; Microeconomics; Engineering","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":[0.002357848,0.0005638239,0.0006243486,0.0009117394,0.0003973129,0.002174593,0.0005347311,0.0008484485,0.005693633],"category_scores_gemma":[0.01555615,0.0003613552,0.0004472978,0.0005751273,0.001183597,0.002719035,0.001376908,0.00098999,0.0004008126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003299356,"about_ca_system_score_gemma":0.0002684334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008226262,"about_ca_topic_score_gemma":0.0007571883,"domain_scores_codex":[0.9992008,0.0001957221,0.00007305136,0.0002036278,0.0002251177,0.0001017512],"domain_scores_gemma":[0.9922431,0.003352151,0.00211039,0.001135524,0.0004039637,0.0007548593],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.004958503,0.001552424,0.6326933,0.0006898912,0.0008314161,0.001164414,0.005500177,0.007333464,0.05265366,0.0305129,0.001606796,0.2605031],"study_design_scores_gemma":[0.0001148857,0.001522086,0.8671203,0.0001942939,0.0002648096,0.001103231,0.001587737,0.01051722,0.009434738,0.1051154,0.002840618,0.0001847936],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890746,0.0006813542,0.005644775,0.0002897336,0.00002415528,0.00001782588,0.00008416105,0.00001848743,0.004164836],"genre_scores_gemma":[0.9970471,0.0002300321,0.001630599,0.00008205215,0.0000243498,0.00001521974,0.00007437643,0.00001024648,0.0008859048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005693633,"threshold_uncertainty_score":0.01904714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2247179530484945,"score_gpt":0.4299817988620278,"score_spread":0.2052638458135332,"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."}}