{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004985441,0.000143446,0.0002168352,0.000316485,0.000311,0.0005206882,0.002710006,0.00006634554,0.004534307],"category_scores_gemma":[0.02038766,0.0001119096,0.00009406338,0.001257608,0.0002831981,0.0003204011,0.001336484,0.0001102925,0.0113358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003905892,"about_ca_system_score_gemma":0.00006269793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001818323,"about_ca_topic_score_gemma":0.0001433262,"domain_scores_codex":[0.9964983,0.0001508587,0.0005841802,0.0009540367,0.001420706,0.0003918529],"domain_scores_gemma":[0.9940548,0.002050083,0.0002035395,0.003058098,0.0004313922,0.0002020641],"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":[0.00001218381,0.00002887204,0.006046894,6.989921e-7,0.000005510492,0.000001621271,0.0002534847,0.000002329499,0.00005952832,0.00009725606,0.5977814,0.3957103],"study_design_scores_gemma":[0.0003679169,0.0001294024,0.02320344,0.0000107311,0.000004496299,0.000003525794,0.000311626,0.01914891,0.0002933897,0.01068556,0.945653,0.00018806],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5760639,0.0003065567,0.08409772,0.0138423,0.118706,0.001440827,0.000145571,0.001136018,0.204261],"genre_scores_gemma":[0.9136468,0.00001834226,0.04587163,0.001046528,0.003267189,0.00002121071,0.00004996877,0.00002412092,0.03605418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3955222,"threshold_uncertainty_score":0.9963757,"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."}}