{"id":"W4364360094","doi":"10.1177/10949968221150933","title":"The Effects of Linguistic Coordination on Perceived Quality of Consumer Reviews: A Dual Process Perspective","year":2023,"lang":"en","type":"article","venue":"Journal of Interactive Marketing","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Perspective (graphical); Matching (statistics); Quality (philosophy); Computer science; Component (thermodynamics); Process (computing); Dual (grammatical number); Natural language processing; Linguistics; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01146366,0.0001023813,0.0004068464,0.0001354239,0.0002748884,0.00005266372,0.0002071188,0.0000527851,0.00001003806],"category_scores_gemma":[0.299406,0.00007195088,0.0002222579,0.0004426925,0.0003389735,0.0001513344,0.00002964477,0.0003088732,0.000003765176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117012,"about_ca_system_score_gemma":0.0002305146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001642516,"about_ca_topic_score_gemma":0.00007400446,"domain_scores_codex":[0.9961097,0.002255977,0.0007104365,0.0001138218,0.0006132491,0.0001967746],"domain_scores_gemma":[0.9696511,0.02629501,0.001796058,0.00008236391,0.002102996,0.0000724909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.009276802,0.0008478066,0.02520959,0.002238433,0.0009555771,0.00007329521,0.7932547,0.000008041494,0.01244454,0.008383675,0.00628877,0.1410188],"study_design_scores_gemma":[0.002206416,0.001242408,0.3975011,0.01515575,0.0002459068,0.000006278544,0.5594538,0.00008263718,0.002102286,0.01200322,0.009465586,0.0005345747],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9633098,0.0004416369,0.000004676193,0.0005382263,0.001089672,0.0002699317,0.000002904745,0.00001214058,0.03433107],"genre_scores_gemma":[0.9985051,0.0007058269,0.00001896605,0.00002093905,0.000305849,0.0000065628,3.601399e-7,0.000008859481,0.0004275902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3722915,"threshold_uncertainty_score":0.7064953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02919575362861334,"score_gpt":0.4041020154459579,"score_spread":0.3749062618173445,"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."}}