{"id":"W4255590141","doi":"10.1016/j.procs.2021.07.002","title":"Preface","year":2021,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009938225,0.001043327,0.0006347201,0.002942253,0.002088359,0.002505933,0.001124406,0.0007640168,0.4836071],"category_scores_gemma":[0.01102502,0.0002779205,0.0005711488,0.001882586,0.000410967,0.002154152,0.001687504,0.002555965,0.3135424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001284177,"about_ca_system_score_gemma":0.001641829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003593121,"about_ca_topic_score_gemma":0.0044525,"domain_scores_codex":[0.999463,0.00006930707,0.00003393148,0.00009475637,0.0002947957,0.00004417567],"domain_scores_gemma":[0.9941159,0.0008824676,0.0001743024,0.0005238709,0.003640452,0.0006629101],"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":[0.00003106966,0.0000265201,0.00008479248,0.00009580897,0.000001784993,0.00003677431,0.00002705978,0.00008902478,0.0002078176,0.003032299,0.9510303,0.04533671],"study_design_scores_gemma":[0.000004822429,0.0000194159,0.0002587205,0.0001071968,0.000002250803,0.00004558608,0.00004346939,0.00005567226,0.000198721,0.00318665,0.9960716,0.000005889965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001838854,0.0110255,0.02082123,0.02716663,0.3156383,0.001019429,0.01776618,0.002761922,0.601962],"genre_scores_gemma":[0.006114415,0.005144245,0.004951855,0.005349207,0.03541945,0.0003926581,0.01067038,0.001122988,0.9308348],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5163929,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567738644567087,"score_gpt":0.2579253725587111,"score_spread":0.2422479861130402,"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."}}