{"id":"W2218365427","doi":"10.1609/icwsm.v9i1.14662","title":"Goodreads Versus Amazon: The Effect of Decoupling Book Reviewing And Book Selling","year":2021,"lang":"en","type":"article","venue":"Proceedings of the International AAAI Conference on Web and Social Media","topic":"Digital Marketing and Social Media","field":"Social Sciences","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Amazon rainforest; Commercialization; Context (archaeology); Population; World Wide Web; Computer science; Data science; Sociology; History; Marketing; Business; Ecology; Biology","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":[0.004429513,0.0003401565,0.0007701306,0.0004246329,0.0009643931,0.003198817,0.001105534,0.001297974,0.007069537],"category_scores_gemma":[0.0704249,0.0004629904,0.0004331838,0.0005237033,0.0008555822,0.001943899,0.001428127,0.00186078,0.001187388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006558488,"about_ca_system_score_gemma":0.0009159314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004186615,"about_ca_topic_score_gemma":0.005529939,"domain_scores_codex":[0.9956414,0.002243131,0.0003026088,0.0008609611,0.0005839309,0.000367945],"domain_scores_gemma":[0.8806545,0.0972425,0.009474872,0.003092953,0.002054399,0.007480847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1287415,0.02463725,0.5090442,0.002165743,0.001679652,0.001556207,0.02285234,0.003893605,0.1492586,0.003973187,0.009122,0.1430756],"study_design_scores_gemma":[0.003644675,0.02477497,0.9241414,0.0001812223,0.00129717,0.0004400312,0.01160593,0.006541507,0.01366114,0.002841693,0.01065767,0.0002125291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957303,0.0001535503,0.0002039642,0.0001818448,0.00004137766,0.00005001644,0.0001030373,0.00002923471,0.003506654],"genre_scores_gemma":[0.995007,0.0001023479,0.0009659728,0.0003162747,0.00004645836,0.000161034,0.0002030124,0.00006411296,0.003133833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007069537,"threshold_uncertainty_score":0.02364993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188488978399086,"score_gpt":0.2927708366192316,"score_spread":0.2608859468352407,"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."}}