{"id":"W4317604204","doi":"10.1145/3573127","title":"From Zero to 100","year":2023,"lang":"en","type":"article","venue":"Communications of the ACM","topic":"Cloud Data Security Solutions","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Zero (linguistics); Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":["open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.0002006557,0.00004760673,0.00007073626,0.00006811231,0.0002498251,0.00003967411,0.07014494,0.00002300004,0.00000567539],"category_scores_gemma":[0.005606834,0.00004036626,0.00005248548,0.001241314,0.00008741128,0.0001245407,0.08744475,0.000104018,0.0005939651],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002279345,"about_ca_system_score_gemma":0.00004174731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004623031,"about_ca_topic_score_gemma":0.0001717264,"domain_scores_codex":[0.9993784,0.00009963987,0.0001485656,0.0001284328,0.0001350164,0.000109957],"domain_scores_gemma":[0.9406735,0.0005070594,0.00005091387,0.05867084,0.00005899551,0.00003867918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[7.082812e-7,0.00007080181,0.0004776222,0.000001920843,0.00001915293,1.269617e-7,0.003407057,0.0001000525,0.002928045,0.1274658,0.8627135,0.002815297],"study_design_scores_gemma":[0.0001107315,0.00001150453,0.02577874,0.00003854747,0.00000963651,9.939067e-7,0.0001029349,0.009875126,0.00154667,0.7449522,0.2174561,0.000116745],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08053102,0.0003930318,0.01689175,0.8964723,0.0006346552,0.0004620714,0.000332161,0.0005749249,0.003708098],"genre_scores_gemma":[0.6365939,0.00005541173,0.3624157,0.0006165306,0.00001907129,0.00003376199,0.00003812806,0.000006214903,0.0002213145],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8958558,"threshold_uncertainty_score":0.934886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09001505939159397,"score_gpt":0.3400316912605252,"score_spread":0.2500166318689312,"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."}}