{"id":"W4390297995","doi":"10.1002/jeab.897","title":"A neural autopilot theory of habit: Evidence from consumer purchases and social media use","year":2023,"lang":"en","type":"article","venue":"Journal of the Experimental Analysis of Behavior","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Booth School of Business, University of Chicago; Alfred P. Sloan Foundation; University of Chicago; National Science Foundation","keywords":"Autopilot; Counterfactual thinking; Computer science; Set (abstract data type); Process (computing); Field (mathematics); Choice set; Social media; Consumer behaviour; Habit; Exploit; Econometrics; Psychology; Economics; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002522934,0.0002512692,0.000429878,0.0007848888,0.0003195803,0.001100564,0.0008156108,0.0008705955,0.005062161],"category_scores_gemma":[0.02860645,0.0004747642,0.0007371946,0.001014092,0.001490747,0.002423734,0.0007960355,0.000885675,0.00053809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005528761,"about_ca_system_score_gemma":0.0003017923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004415319,"about_ca_topic_score_gemma":0.00242369,"domain_scores_codex":[0.999278,0.0003856428,0.00003634723,0.0001521254,0.000108166,0.0000397781],"domain_scores_gemma":[0.9729477,0.02001102,0.002605155,0.00322913,0.0008094776,0.0003975286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002348129,0.001136243,0.6653875,0.0005960738,0.001182256,0.0007248502,0.00310578,0.05776371,0.006699579,0.08663866,0.002434514,0.1719827],"study_design_scores_gemma":[0.0001852224,0.0004499156,0.5815424,0.00005488726,0.0002592318,0.001006869,0.0005879288,0.2133574,0.001646648,0.198627,0.002174478,0.0001079492],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472666,0.0005254465,0.03975637,0.001058098,0.00002803888,0.00006542764,0.0002976067,0.0001773116,0.01082506],"genre_scores_gemma":[0.9959556,0.0002285135,0.00287384,0.0001151855,0.00001760319,0.00003241718,0.0001846796,0.00001672801,0.0005754755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005062161,"threshold_uncertainty_score":0.01693463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154373122322481,"score_gpt":0.3272234385327618,"score_spread":0.2117861263005137,"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."}}