{"id":"W4312280704","doi":"10.2139/ssrn.4292180","title":"Review Writing: The Social Influence of \"Exemplar\" Reviews","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Psychology; Sociology; Data science; Computer science","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":[0.05387494,0.0004094577,0.0008392124,0.005377399,0.005311462,0.01180192,0.001544056,0.00346489,0.006449517],"category_scores_gemma":[0.426356,0.000462347,0.0004377154,0.003806586,0.003366758,0.004997787,0.00429817,0.002698719,0.001790341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002380387,"about_ca_system_score_gemma":0.00385741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001282098,"about_ca_topic_score_gemma":0.002828811,"domain_scores_codex":[0.9009387,0.06894029,0.00395939,0.00477528,0.01998378,0.001402516],"domain_scores_gemma":[0.3209292,0.492777,0.08249156,0.02642993,0.0650021,0.01237037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001344237,0.0004373972,0.1051134,0.004219194,0.001663846,0.002920646,0.08062883,0.001201314,0.008968131,0.07931256,0.289177,0.4250134],"study_design_scores_gemma":[0.0004586322,0.0008886957,0.1865141,0.002912897,0.001412979,0.004232596,0.04262014,0.008195278,0.009155476,0.09993114,0.6432174,0.000460637],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4437728,0.02515156,0.01969519,0.1756788,0.01232574,0.0003439058,0.0009243131,0.0006095893,0.321498],"genre_scores_gemma":[0.9712579,0.003622546,0.004544445,0.006544668,0.006355241,0.0001800374,0.0002891477,0.0002425995,0.006963405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05387494,"threshold_uncertainty_score":0.2849213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899601063961192,"score_gpt":0.3266228859496927,"score_spread":0.3076268753100808,"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."}}