{"id":"W2107461833","doi":"10.1086/513048","title":"Explaining Cognitive Lock-In: The Role of Skill-Based Habits of Use in Consumer Choice","year":2007,"lang":"en","type":"article","venue":"Journal of Consumer Research","topic":"Decision-Making and Behavioral Economics","field":"Decision Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Product (mathematics); Consumption (sociology); Preference; Consumer choice; Cognition; Cognitive psychology; New product development; Psychology; Computer science; Microeconomics; Marketing; Economics; Business; Mathematics","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":[0.00232072,0.0005565059,0.0004202846,0.0006973413,0.0004137799,0.001396345,0.0007595366,0.0009541311,0.003897887],"category_scores_gemma":[0.01667046,0.0002758293,0.0007003566,0.0005130994,0.002312751,0.002278507,0.001272814,0.0012614,0.0003404545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007944449,"about_ca_system_score_gemma":0.0005599383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00205906,"about_ca_topic_score_gemma":0.001506021,"domain_scores_codex":[0.9992772,0.0003088979,0.00003329896,0.0001276033,0.0001461942,0.0001068261],"domain_scores_gemma":[0.977988,0.01646637,0.002981292,0.00157691,0.0005742669,0.0004131066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001519602,0.003170829,0.4376417,0.0007811063,0.0004543882,0.001037707,0.01197636,0.04605894,0.01824533,0.3132722,0.002242861,0.1635988],"study_design_scores_gemma":[0.0002805689,0.00148994,0.1795065,0.0001026583,0.0002067156,0.0005489536,0.001811321,0.1723879,0.007789085,0.6310962,0.004613129,0.0001670178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9223831,0.0002494451,0.0657907,0.001284164,0.00002485379,0.00007619429,0.00006598893,0.00006309143,0.01006262],"genre_scores_gemma":[0.9921943,0.0001005127,0.006860829,0.0001685841,0.00001628504,0.00005179927,0.00003235841,0.000008438895,0.0005668655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003897887,"threshold_uncertainty_score":0.01303971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.315214819047144,"score_gpt":0.5151390014624746,"score_spread":0.1999241824153306,"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."}}