{"id":"W4235187823","doi":"10.1145/3381329.3381332","title":"Editors' introduction","year":2020,"lang":"en","type":"article","venue":"ACM SIGecom Exchanges","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Library 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008421922,0.000121888,0.0001213009,0.00007454352,0.0001811426,0.000136178,0.0002889649,0.00003019726,0.002361971],"category_scores_gemma":[0.0005123703,0.0001128268,0.00003265234,0.0004383452,0.00002472251,0.0005669968,0.0005011495,0.00006120441,0.001665845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009726366,"about_ca_system_score_gemma":0.000002302236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003445505,"about_ca_topic_score_gemma":0.00002358477,"domain_scores_codex":[0.9992797,0.000003814975,0.0001183252,0.0002407006,0.0001929255,0.0001645468],"domain_scores_gemma":[0.999629,0.00002337227,0.00008006978,0.0001648367,0.0000921065,0.00001057737],"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":[0.000009503811,0.00001638169,0.01034911,0.00009167917,0.00002524221,0.00000200441,0.00008465012,0.000008667302,0.0001526288,0.008768694,0.9780359,0.002455484],"study_design_scores_gemma":[0.0001561839,0.000008145059,0.008032075,0.000003302396,0.00003012211,1.045248e-7,0.0002199048,0.0001368259,0.00009724273,0.002849956,0.9883171,0.000149047],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02879632,0.001298412,0.002217113,0.8935882,0.01594691,0.0007628982,0.000005126403,0.001538184,0.05584678],"genre_scores_gemma":[0.6924046,0.0001024732,0.000662828,0.02107742,0.2841492,0.0000293065,0.0001204048,0.00005319234,0.001400556],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8725109,"threshold_uncertainty_score":0.9991115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425489798396948,"score_gpt":0.2135388788612732,"score_spread":0.1892839808773037,"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."}}