{"id":"W4412914650","doi":"10.1007/978-3-031-96875-4_1","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"Wireless networks","topic":"Indoor and Outdoor Localization Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004155803,0.0002689641,0.0002826766,0.0001603398,0.00005318072,0.00003086219,0.0001860111,0.0007289264,0.0003784056],"category_scores_gemma":[0.000004620731,0.0002891824,0.00008939625,0.00005843494,0.00005751007,0.00003810454,0.00004832611,0.0005547744,0.00008609217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009971503,"about_ca_system_score_gemma":0.00001229506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.460456e-7,"about_ca_topic_score_gemma":0.000006824852,"domain_scores_codex":[0.9992366,0.000002940394,0.0002348721,0.0002221328,0.0001019278,0.0002015139],"domain_scores_gemma":[0.9994993,0.00001981042,0.00003838451,0.0003713531,0.00004664246,0.00002456262],"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":[0.000003316166,0.000001622704,0.00000166748,0.0000792027,0.00007836863,0.000005719814,0.00000723399,0.09921016,0.000002760545,0.3306233,0.4304857,0.1395009],"study_design_scores_gemma":[0.0000870609,0.000007723776,0.000001560095,0.0001223462,0.00003957776,0.000002928089,0.00000367704,0.136106,0.0001227654,0.003142442,0.860049,0.0003148872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000044933,0.002684828,0.1678602,0.0001625282,0.003398548,0.00018019,0.00001026074,0.002499387,0.8231996],"genre_scores_gemma":[0.01944964,0.005471647,0.0001787363,0.00009524351,0.003714954,0.00002499131,0.0002859402,0.0001383861,0.9706405],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4295633,"threshold_uncertainty_score":0.999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004254640558979504,"score_gpt":0.1739722047372149,"score_spread":0.1697175641782354,"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."}}