{"id":"W4389228538","doi":"10.31234/osf.io/6xgeu","title":"Context Effects in Cognitive Effort Evaluation","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Behavioral Health and Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Stimulus (psychology); Demand characteristics; Cognition; Context effect; Cognitive psychology; Context (archaeology); Preference; On demand; Demand patterns; Social psychology; Demand management; Economics; Microeconomics; Neuroscience","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":[0.00204524,0.0005731758,0.0003340992,0.0003968038,0.0003646726,0.001195359,0.0003021593,0.0005052629,0.005336109],"category_scores_gemma":[0.01374658,0.0004091244,0.000417383,0.0002075535,0.000647034,0.001111675,0.001492768,0.0008693206,0.0002088602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003612054,"about_ca_system_score_gemma":0.0002315447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008144322,"about_ca_topic_score_gemma":0.001427272,"domain_scores_codex":[0.9981861,0.000644273,0.0001235278,0.0004583456,0.0004817613,0.0001059681],"domain_scores_gemma":[0.9918656,0.005090922,0.001200153,0.000934707,0.0004184554,0.0004902374],"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":[0.01050416,0.002331612,0.2368572,0.001440684,0.0006109838,0.0007682845,0.005831733,0.005234232,0.5889854,0.0165884,0.0007097987,0.1301375],"study_design_scores_gemma":[0.0001431759,0.002390158,0.954582,0.0001007317,0.0001937503,0.0003509984,0.0006224377,0.004237534,0.02861908,0.006906167,0.001747025,0.0001068877],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972554,0.0004967198,0.00943746,0.000105333,0.00004345512,0.000100679,0.0001090067,0.0000447267,0.0171086],"genre_scores_gemma":[0.9940928,0.0001075355,0.004929789,0.00007130823,0.00002089,0.00005495249,0.0000575386,0.00002543505,0.0006398497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005336109,"threshold_uncertainty_score":0.01785105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2707930503642935,"score_gpt":0.5302274483464442,"score_spread":0.2594343979821507,"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."}}