{"id":"W2761185184","doi":"10.1101/201863","title":"The opportunity cost of time modulates cognitive effort","year":2017,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural and Behavioral Psychology Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Cognition; Opportunity cost; Operationalization; Task (project management); Cognitive resource theory; Perception; Cognitive psychology; Psychology; Computer science; Economics; Microeconomics","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":[0.0003679873,0.0002291204,0.0002716602,0.0001332657,0.0001370845,0.000785812,0.0001773088,0.0002674155,0.002363868],"category_scores_gemma":[0.002378534,0.0001731153,0.00009611424,0.0001030329,0.0003203572,0.0002527772,0.0004249527,0.0004226247,0.0001484382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001229186,"about_ca_system_score_gemma":0.0001230746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004703137,"about_ca_topic_score_gemma":0.0004613331,"domain_scores_codex":[0.9997445,0.00007222732,0.00001610641,0.00008916399,0.00004728961,0.00003075281],"domain_scores_gemma":[0.998992,0.0003967961,0.0002627671,0.0001389237,0.00006749983,0.0001420631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004207751,0.0009688618,0.08604189,0.0002873072,0.0002001113,0.0002072321,0.00125156,0.001682344,0.8717392,0.001829064,0.000559682,0.03102486],"study_design_scores_gemma":[0.00008578946,0.002042418,0.9626198,0.00003346006,0.000118984,0.00009308539,0.0002524269,0.008385736,0.02253686,0.002667348,0.001127588,0.00003639371],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979665,0.00008231413,0.0009665774,0.0000372166,0.00001320807,0.000009996489,0.00004718706,0.00001120312,0.0008657844],"genre_scores_gemma":[0.9989458,0.00004173834,0.0004511595,0.00003067785,0.000008346085,0.00001594225,0.00002873157,0.000009284307,0.0004683484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002363868,"threshold_uncertainty_score":0.007907927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1007725380109465,"score_gpt":0.3232058213262792,"score_spread":0.2224332833153326,"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."}}