{"id":"W4408386070","doi":"10.1002/9781394268917.ch16","title":"Tomorrow's Shields","year":2025,"lang":"en","type":"other","venue":"","topic":"Digital and Cyber Forensics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Shields; Computer science; Geology; Shield; Petrology","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":[0.0007350529,0.0006106069,0.0002639999,0.0008391569,0.005081262,0.004434845,0.0005157831,0.001948563,0.1972743],"category_scores_gemma":[0.001969771,0.0001744814,0.0003637542,0.0005414395,0.001664549,0.004649819,0.003562284,0.003035674,0.04842843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001856078,"about_ca_system_score_gemma":0.002012291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008631801,"about_ca_topic_score_gemma":0.01624836,"domain_scores_codex":[0.9995111,0.00008523861,0.00001388061,0.00008050197,0.0001453716,0.000163908],"domain_scores_gemma":[0.9993902,0.00008014785,0.00004034067,0.00008757321,0.0001411719,0.00026051],"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":[0.00005032093,0.00002351028,0.0006322916,0.00005375083,0.000005340122,0.0003118881,0.001138022,0.00005338058,0.0002871911,0.1129035,0.815506,0.06903476],"study_design_scores_gemma":[0.000001633607,0.000004290914,0.0001657425,0.00003827538,0.00000108189,0.0001157601,0.0003720093,0.00001344938,0.00007698683,0.003039844,0.996168,0.000002855237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005331753,0.00613612,0.001186869,0.06375173,0.009253132,0.00002425817,0.0005686799,0.0004895611,0.913258],"genre_scores_gemma":[0.04028181,0.004110841,0.0008522732,0.01565411,0.001139207,0.000019719,0.000338354,0.000308578,0.9372951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1972743,"threshold_uncertainty_score":0.6599481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004414391766872955,"score_gpt":0.1984201963472183,"score_spread":0.1940058045803454,"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."}}