{"id":"W4313635941","doi":"10.2139/ssrn.4315372","title":"The Emergence and Evolution of Consumer Language Research","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Communication and Language","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Linguistics; Business; Philosophy","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":[0.01122362,0.0002218327,0.0004433408,0.006917629,0.002758011,0.008878007,0.001102176,0.002834439,0.009148232],"category_scores_gemma":[0.02547951,0.0004784227,0.0003181569,0.004402712,0.02377834,0.01266871,0.002968156,0.0030123,0.0007253879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006692918,"about_ca_system_score_gemma":0.003417414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005390238,"about_ca_topic_score_gemma":0.005514264,"domain_scores_codex":[0.9952245,0.002481536,0.0001567379,0.001005808,0.0007495311,0.0003818169],"domain_scores_gemma":[0.9582894,0.03016785,0.002022645,0.002976991,0.004716809,0.001826198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001932374,0.00009705844,0.01236937,0.0001598859,0.00001809203,0.0003430372,0.03945863,0.0002995404,0.002002822,0.8606402,0.003570414,0.08084771],"study_design_scores_gemma":[0.0001269238,0.0002182377,0.08651441,0.0008469776,0.00003309657,0.001634015,0.05046435,0.004952432,0.003830556,0.454352,0.3968512,0.0001760316],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6018354,0.01445837,0.01315916,0.06096563,0.0003239776,0.0001269428,0.0004163783,0.0001690403,0.3085451],"genre_scores_gemma":[0.9852733,0.002000126,0.003648335,0.001467631,0.0002171231,0.00004128373,0.00005165552,0.00006464402,0.007235821],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01122362,"threshold_uncertainty_score":0.05935693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757912235266162,"score_gpt":0.3075487159663591,"score_spread":0.2899695936136975,"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."}}