{"id":"W2903703157","doi":"10.1145/3300001.3300005","title":"Opinion column","year":2018,"lang":"en","type":"article","venue":"ACM SIGMultimedia Records","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Column (typography); Quarter (Canadian coin); Computer science; Library science; History; Telecommunications; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007010445,0.001119482,0.001185794,0.002591766,0.003639723,0.01099617,0.002340264,0.01092966,0.2171701],"category_scores_gemma":[0.06091316,0.0006484835,0.00155776,0.002091168,0.0015613,0.005867674,0.002530599,0.0108395,0.1826307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005302888,"about_ca_system_score_gemma":0.009292815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004538483,"about_ca_topic_score_gemma":0.007094695,"domain_scores_codex":[0.9918748,0.0009819886,0.0006249791,0.0008760177,0.004830471,0.0008117512],"domain_scores_gemma":[0.9489095,0.005173108,0.002376383,0.001721562,0.03440334,0.007416123],"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":[0.000004145432,0.000001917806,0.00001480302,0.00002363836,9.845447e-7,0.000007661506,0.000006213548,0.000001977372,0.00001995406,0.0002427003,0.9966056,0.003070424],"study_design_scores_gemma":[0.000003989051,0.000004125049,0.00008003059,0.00009611614,0.000002372746,0.00002751429,0.00004099399,0.00001129973,0.0000298687,0.0002945266,0.9994051,0.000004054869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001352837,0.007193221,0.0003726493,0.432474,0.5098779,0.0001266012,0.001284286,0.00025823,0.04827797],"genre_scores_gemma":[0.003065406,0.0117228,0.0006665372,0.3910382,0.3032435,0.0003351453,0.00164078,0.0004928478,0.2877947],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.7828299,"threshold_uncertainty_score":0.7265065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1882656152304861,"score_gpt":0.4315434624411742,"score_spread":0.2432778472106881,"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."}}