{"id":"W4387457650","doi":"10.1145/3609976","title":"PACMHCI V7, CSCW2, October 2023 Editorial","year":2023,"lang":"en","type":"article","venue":"Proceedings of the ACM on Human-Computer Interaction","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer-supported cooperative work; Scholarship; Field (mathematics); Library science; Sociology; Work (physics); Computer science; Political science; Engineering","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":[0.0004506703,0.0002058139,0.0002267097,0.0002824139,0.0002626831,0.0003240462,0.002912086,0.0001119662,0.00001309933],"category_scores_gemma":[0.0003439097,0.0001544138,0.0002118732,0.000798917,0.00004444055,0.0006667039,0.001572285,0.0005494074,0.0002830398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006415688,"about_ca_system_score_gemma":0.00002163022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002696395,"about_ca_topic_score_gemma":0.000001355782,"domain_scores_codex":[0.9982118,0.00001815382,0.0003641087,0.0004638862,0.0006311032,0.0003109604],"domain_scores_gemma":[0.9984289,0.0001573959,0.0003647031,0.0006516127,0.0003341926,0.00006323672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003045848,0.0001841147,0.001227763,0.00008238401,0.0000978741,0.000001954553,0.001216153,0.0007598175,0.01218673,0.02085846,0.9517949,0.01155937],"study_design_scores_gemma":[0.002829223,0.002144536,0.02849804,0.001760695,0.0001717259,0.00007194497,0.0005907415,0.3717777,0.05050837,0.1837685,0.3560567,0.001821823],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8557456,0.00001276541,0.001253775,0.02769035,0.1058706,0.0004794673,0.000006948947,0.001465797,0.007474784],"genre_scores_gemma":[0.9581589,0.00001001804,0.005337705,0.0003991574,0.03251282,0.00001553927,0.000005841615,0.00003650619,0.00352354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5957382,"threshold_uncertainty_score":0.6296811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04227444145640843,"score_gpt":0.3359289044210375,"score_spread":0.2936544629646291,"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."}}