{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007747622,0.0003024314,0.0005166174,0.002535013,0.001760473,0.003864096,0.0006389639,0.002044895,0.03786233],"category_scores_gemma":[0.1458872,0.0002113628,0.0003804727,0.001666167,0.0005983865,0.004181146,0.001723412,0.001103965,0.01054605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006304594,"about_ca_system_score_gemma":0.001191026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003070345,"about_ca_topic_score_gemma":0.003558652,"domain_scores_codex":[0.9915371,0.003935052,0.0004900351,0.0004060655,0.003177901,0.0004537425],"domain_scores_gemma":[0.790519,0.1418253,0.01636791,0.008707197,0.02902061,0.01355994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001999275,0.001816516,0.6257487,0.0008507952,0.0001865224,0.0006041022,0.02256437,0.0003283388,0.004530649,0.002051593,0.04883378,0.2904854],"study_design_scores_gemma":[0.000110294,0.002327809,0.9234712,0.0003707483,0.0002190753,0.0008806508,0.02332997,0.002798445,0.002644116,0.002065952,0.04159234,0.0001894666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437309,0.0006745867,0.001365557,0.005569767,0.0003280248,0.0001746973,0.0010595,0.0003560444,0.04674088],"genre_scores_gemma":[0.9768635,0.0002936971,0.0008453294,0.00048359,0.0001991524,0.00007746499,0.0003508847,0.0001381142,0.02074835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03786233,"threshold_uncertainty_score":0.1266621,"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."}}