{"id":"W4297882624","doi":"10.1145/3492866.3561253","title":"Hivemind","year":2022,"lang":"en","type":"article","venue":"","topic":"Green IT and Sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Public space; Space (punctuation); Variety (cybernetics); Mode (computer interface); Democracy; Computer science; Internet privacy; Computer security; Business; Telecommunications; Architectural engineering; Public relations; Engineering; Political science; Human–computer interaction; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003691013,0.00001927266,0.00002159533,0.00001162472,0.00003506953,0.000002419763,0.00003842817,0.000003656758,0.003077186],"category_scores_gemma":[0.000001798732,0.00001958865,0.0000113863,0.00004439273,0.000003150122,0.0000128368,0.00002407843,0.00004686024,0.0000135721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003988013,"about_ca_system_score_gemma":0.000003090962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000669103,"about_ca_topic_score_gemma":0.000002249182,"domain_scores_codex":[0.9998408,0.000003664543,0.00002757562,0.00002872289,0.00003967756,0.00005957517],"domain_scores_gemma":[0.9999166,0.000005544032,9.5245e-7,0.000061247,0.000002932731,0.00001271682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000178522,0.0001262902,0.1054221,0.0001561384,0.0000724228,0.00009999594,0.004299401,0.2173041,0.004543084,0.0418641,0.4510203,0.1750742],"study_design_scores_gemma":[0.0001765607,0.00002987381,0.0126742,2.059551e-7,0.000002953305,0.00000677917,0.002279491,0.0468199,0.0007028405,0.004350272,0.9327929,0.0001640362],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7859722,0.00004547984,0.0008395249,0.00007994995,0.0001535955,0.00004379923,0.000002601949,0.0002223181,0.2126405],"genre_scores_gemma":[0.9968107,2.499809e-7,0.00008702766,0.00002204935,0.000008291673,0.00001066505,0.000001558552,0.000003387997,0.003056043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4817726,"threshold_uncertainty_score":0.9978341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002484997367761443,"score_gpt":0.1454359499832795,"score_spread":0.1429509526155181,"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."}}