{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003977509,0.00003646033,0.00004598891,0.00007484174,0.0007501632,0.00006736215,0.001006562,0.000008598658,0.00001200462],"category_scores_gemma":[0.00007961548,0.00002688665,0.00002550044,0.0003622695,0.00008664481,0.0001606022,0.000500132,0.001072894,0.000003593808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002251282,"about_ca_system_score_gemma":0.0007431795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009213867,"about_ca_topic_score_gemma":0.0002666356,"domain_scores_codex":[0.9984401,0.0003375692,0.0001307498,0.00008380774,0.00035774,0.0006500399],"domain_scores_gemma":[0.9993684,0.0001375465,0.00006612419,0.0003294113,0.00006838822,0.00003018348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005940833,0.00001798326,0.0002266884,7.40329e-7,0.00001245436,8.569349e-7,0.0005807966,0.00000495338,0.0004328244,0.9603123,0.000174101,0.03823033],"study_design_scores_gemma":[0.0007815413,0.0009516671,0.003391392,0.0000119325,0.000008694217,0.001276124,0.07953742,0.003743195,0.0003813639,0.8078901,0.1017598,0.0002667196],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6493603,0.2459602,0.04580231,0.008104013,0.0003177381,0.0003658385,0.00000519445,0.00008481929,0.0499996],"genre_scores_gemma":[0.9965121,0.001979654,0.00007905211,0.0000199415,0.000007919065,0.000005469569,2.940908e-7,0.000002966448,0.00139261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3471518,"threshold_uncertainty_score":0.5769725,"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."}}