{"id":"W4416640425","doi":"10.1016/j.procs.2025.10.171","title":"Preface","year":2025,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"Context-Aware Activity Recognition Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Acadia University","funders":"","keywords":"Publicity; Domain (mathematical analysis); Wish; Track (disk drive); Technical report; Special Interest Group","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":[],"consensus_categories":[],"category_scores_codex":[0.00211442,0.001377302,0.001100981,0.002986406,0.00407435,0.005820669,0.002199374,0.002265709,0.4524475],"category_scores_gemma":[0.01582052,0.0004505601,0.0008206582,0.002738396,0.001161226,0.0049206,0.00346571,0.004209787,0.3263306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002713834,"about_ca_system_score_gemma":0.003679933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003606291,"about_ca_topic_score_gemma":0.003156119,"domain_scores_codex":[0.9979182,0.0003784935,0.0001755695,0.0004261088,0.0008792031,0.0002223813],"domain_scores_gemma":[0.9923941,0.001054256,0.0003255172,0.0007197041,0.004337274,0.001169027],"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":[0.00003665519,0.00001819719,0.0001291725,0.0001536158,0.000002849216,0.00006515614,0.0001576156,0.00005552188,0.000101549,0.003812933,0.9636649,0.03180186],"study_design_scores_gemma":[0.000003689122,0.00001471695,0.0001934268,0.0001303766,0.000001658878,0.00007998192,0.0001553398,0.00002093869,0.00005469473,0.001460025,0.9978797,0.000005425721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002637416,0.02203471,0.01027087,0.06194578,0.2213013,0.001039911,0.02157773,0.003908084,0.6552842],"genre_scores_gemma":[0.01270248,0.01202702,0.005879133,0.01532246,0.02945464,0.0008166754,0.02198065,0.002121231,0.8996957],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4524475,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01097483335754161,"score_gpt":0.2591169200791433,"score_spread":0.2481420867216017,"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."}}