{"id":"W4226193109","doi":"10.2139/ssrn.4009873","title":"Any Feedback is Welcome: Peer Feedback and User Behavior on Digital Platforms","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Expert finding and Q&A systems","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Peer feedback; Internet privacy; Multimedia; Human–computer interaction; Psychology; Mathematics education","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":[0.001229963,0.0002443158,0.0002493722,0.0002118904,0.0008679079,0.0005858371,0.0009985273,0.00006825008,0.00005555851],"category_scores_gemma":[0.00002149909,0.0002044844,0.0001425113,0.0003537276,0.00004188427,0.000773575,0.0003610115,0.002073082,0.00009168976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008923828,"about_ca_system_score_gemma":0.0006667066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003117698,"about_ca_topic_score_gemma":0.00002051908,"domain_scores_codex":[0.9962597,0.00003186084,0.0003484571,0.0004366808,0.0009548555,0.001968484],"domain_scores_gemma":[0.9991003,0.00004836391,0.0001905809,0.0004032936,0.00007666967,0.0001807678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002590349,0.001314684,0.08624236,0.00002757831,0.0005728165,0.0002675934,0.009802229,0.0002011213,0.0009530969,0.7049156,0.0534193,0.1420246],"study_design_scores_gemma":[0.01492553,0.01609161,0.03927162,0.000230318,0.000172097,0.05328608,0.02392966,0.006971431,0.001582649,0.2896345,0.5485922,0.005312301],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873306,0.001075336,0.005676482,0.002865048,0.001190054,0.0002162049,0.00001648328,0.0001183703,0.001511391],"genre_scores_gemma":[0.9817947,0.0001375078,0.0001223939,0.000375996,0.0002749629,0.00002537039,0.000004366853,0.00002926097,0.01723548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4951729,"threshold_uncertainty_score":0.9006627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080641939359153,"score_gpt":0.23274983915123,"score_spread":0.2219434197576385,"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."}}