{"id":"W4400798748","doi":"10.1145/3626203.3670630","title":"Membership and Participation in our RCD Communities: What is it and how are we doing?","year":2024,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"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":[0.04516496,0.0005392478,0.0007604256,0.01165154,0.01325986,0.02568713,0.003605552,0.003432997,0.00746017],"category_scores_gemma":[0.1000102,0.0007009175,0.0007791489,0.01218026,0.01320555,0.02997032,0.01537427,0.004330519,0.001561174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01168774,"about_ca_system_score_gemma":0.01840094,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02974415,"about_ca_topic_score_gemma":0.04087214,"domain_scores_codex":[0.9608674,0.02516438,0.001764908,0.003529974,0.005667785,0.003005601],"domain_scores_gemma":[0.8937003,0.05325289,0.01113187,0.009207248,0.01408286,0.01862483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00009503188,0.0001327263,0.1313542,0.0007106541,0.00006080991,0.0002231479,0.5364727,0.0004110762,0.0004928175,0.09672521,0.0199159,0.2134058],"study_design_scores_gemma":[0.0000216045,0.00005527219,0.04594125,0.001258754,0.00004117737,0.000242859,0.6782258,0.002246496,0.0005825579,0.08721151,0.1840116,0.0001610492],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4772348,0.009050991,0.1092976,0.1993819,0.001415728,0.001992081,0.003452517,0.001180728,0.1969938],"genre_scores_gemma":[0.9524969,0.002032977,0.03286494,0.003018606,0.0002216176,0.001201188,0.0008973049,0.0002223893,0.007044022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04516496,"threshold_uncertainty_score":0.238858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1383252393257382,"score_gpt":0.3756628843083333,"score_spread":0.2373376449825951,"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."}}