{"id":"W7105859221","doi":"10.1108/jrim-01-2024-0045","title":"Interactive signaling grouping strategies and long-tail effects in E-commerce platform contexts","year":2025,"lang":"en","type":"article","venue":"Journal of Research in Interactive Marketing","topic":"Qualitative Comparative Analysis Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"Humanities and Social Science Fund of Ministry of Education of China; National Natural Science Foundation of China","keywords":"Purchasing; SIGNAL (programming language); Consumer behaviour; Certification; Service (business); Transaction data","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","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03669754,0.0001923644,0.0006428487,0.003285217,0.0004476883,0.000791378,0.0006124274,0.0001115317,0.0001402375],"category_scores_gemma":[0.02634656,0.0001765095,0.0001384896,0.002427127,0.0008182095,0.00286513,0.0003486841,0.002869792,0.000007381083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590174,"about_ca_system_score_gemma":0.0009162038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001579285,"about_ca_topic_score_gemma":0.005375593,"domain_scores_codex":[0.984486,0.01211516,0.0009352427,0.0003589931,0.001289683,0.0008149234],"domain_scores_gemma":[0.9428827,0.05451429,0.0004298521,0.0001368715,0.001861148,0.0001751703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.01490103,0.001147619,0.5468659,0.001324544,0.001225361,0.001756671,0.226759,0.0004921245,0.01784745,0.03720918,0.001549624,0.1489215],"study_design_scores_gemma":[0.002513348,0.0004266479,0.3485508,0.01339622,0.00002069534,0.00001099535,0.6016892,0.001959736,0.001785686,0.02781516,0.001495789,0.0003356592],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9527252,0.001477129,0.002030401,0.001860061,0.000188202,0.000486861,8.896295e-7,0.000007431224,0.04122387],"genre_scores_gemma":[0.9986573,0.0002980817,0.0003550084,0.00005427421,0.0001225175,0.00002735421,6.536184e-7,0.00001193525,0.0004728993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3749302,"threshold_uncertainty_score":0.9994307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101462648914796,"score_gpt":0.5215113633918055,"score_spread":0.4113650985003258,"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."}}