{"id":"W4290928373","doi":"10.1016/j.procs.2022.07.002","title":"Preface","year":2022,"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":[0.00102055,0.001046175,0.0006300135,0.002952178,0.002114675,0.002531122,0.001124535,0.000763317,0.486611],"category_scores_gemma":[0.0114279,0.0002817948,0.0005716212,0.001869812,0.0004134402,0.002172366,0.001703927,0.002570162,0.3178329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001282098,"about_ca_system_score_gemma":0.001668105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003609714,"about_ca_topic_score_gemma":0.004440153,"domain_scores_codex":[0.9994535,0.00007082266,0.00003485141,0.00009698846,0.0002985954,0.00004526343],"domain_scores_gemma":[0.9938067,0.0009199315,0.0001832328,0.000552631,0.003845871,0.0006915088],"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":[0.00003198045,0.00002706324,0.00008827516,0.00009592446,0.000001801926,0.00003774288,0.00002732161,0.00008873661,0.0002103066,0.003029857,0.9510504,0.04531055],"study_design_scores_gemma":[0.000004933705,0.00001975629,0.0002623537,0.0001081901,0.000002266663,0.00004687375,0.0000443493,0.00005569485,0.0002036064,0.003199582,0.9960464,0.00000598856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001859479,0.01076359,0.02140737,0.02749974,0.314377,0.00105857,0.01849414,0.002870381,0.6016696],"genre_scores_gemma":[0.006268791,0.005103519,0.005210454,0.005566692,0.03561702,0.0004141053,0.0111936,0.001160075,0.9294657],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.513389,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394729939811635,"score_gpt":0.2420511634432792,"score_spread":0.2281038640451629,"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."}}