{"id":"W2063557006","doi":"10.2501/ijmr-2013-046","title":"Making Sense of Online Consumer Reviews: A Methodology","year":2013,"lang":"en","type":"article","venue":"International Journal of Market Research","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Strengths and weaknesses; Product (mathematics); Advertising; Value (mathematics); Interpretation (philosophy); Marketing; Consumer behaviour; Business; Computer science; Psychology","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01863272,0.00006472296,0.0002786321,0.000375596,0.00009281901,0.0001070399,0.0006026457,0.00008613848,0.002058391],"category_scores_gemma":[0.0374128,0.00005371362,0.0001531819,0.0002648915,0.0005945084,0.0002863029,0.000120756,0.0004419154,0.00003360804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001419152,"about_ca_system_score_gemma":0.0004424222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006816666,"about_ca_topic_score_gemma":0.000200171,"domain_scores_codex":[0.9933732,0.004130644,0.0006020206,0.00009983027,0.001514259,0.0002800905],"domain_scores_gemma":[0.9905742,0.005513572,0.0003892439,0.00008973605,0.003304416,0.0001287742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005497292,0.0004407403,0.01434627,0.00005921161,0.0003438976,0.0001688306,0.01050873,0.000001188571,0.001392348,0.009184139,0.1863932,0.7766117],"study_design_scores_gemma":[0.0008003567,0.0002092246,0.02614804,0.001094394,0.00002168126,0.00008657512,0.01697619,0.0000487385,0.0001128488,0.03094154,0.9233709,0.000189501],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6665301,0.002795664,0.000210268,0.01885929,0.002457245,0.0004367791,0.00001782145,0.00001383973,0.308679],"genre_scores_gemma":[0.9824905,0.00446067,0.006724799,0.0002032981,0.001152379,0.000006282756,0.000001304958,0.00001057143,0.004950202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7764223,"threshold_uncertainty_score":0.9988539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4476281873999258,"score_gpt":0.5727871580059496,"score_spread":0.1251589706060238,"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."}}