{"id":"W4401942401","doi":"10.1016/j.procs.2024.08.001","title":"Preface","year":2024,"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":[0.001030523,0.001044058,0.0006287292,0.002985489,0.002113291,0.002508991,0.001130838,0.0007639432,0.487091],"category_scores_gemma":[0.01158942,0.0002816767,0.0005714878,0.001879531,0.0004158623,0.00216882,0.001708786,0.002584152,0.3179868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290374,"about_ca_system_score_gemma":0.00167006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003621928,"about_ca_topic_score_gemma":0.004471522,"domain_scores_codex":[0.9994491,0.00007219585,0.00003521274,0.0000976252,0.0003008086,0.00004499983],"domain_scores_gemma":[0.9937744,0.0009320601,0.0001852524,0.0005541553,0.003864664,0.0006894385],"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":[0.00003123573,0.00002646218,0.0000871822,0.00009512817,0.000001781875,0.00003689267,0.00002746022,0.00008701541,0.0002077824,0.003032315,0.9512693,0.0450976],"study_design_scores_gemma":[0.000004889489,0.00001923406,0.0002580872,0.0001075781,0.0000022641,0.00004605315,0.0000442157,0.00005553026,0.0002021897,0.003244183,0.9960098,0.00000596057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001852347,0.01076141,0.02176769,0.02817108,0.3144581,0.001054625,0.01872106,0.0028844,0.6003294],"genre_scores_gemma":[0.006258158,0.005071349,0.005262394,0.005609453,0.03580524,0.0004136873,0.01123516,0.001175008,0.9291696],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5129089,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396229340278676,"score_gpt":0.2751548698251339,"score_spread":0.2611925764223472,"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."}}