{"id":"W6999796589","doi":"","title":"Don Christie, Participant","year":2025,"lang":"en","type":"article","venue":"Scholarly Commons (Embry–Riddle Aeronautical University)","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aerospace; Product (mathematics); Work (physics); Information security; Industry 4.0","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008540975,0.0008268392,0.0006436234,0.0008490608,0.007987311,0.007897523,0.001793192,0.006603993,0.08579843],"category_scores_gemma":[0.03101782,0.0004584905,0.0004553502,0.0004206389,0.003329459,0.00538316,0.005789966,0.01582388,0.02104837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004547899,"about_ca_system_score_gemma":0.01862561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007245731,"about_ca_topic_score_gemma":0.0125039,"domain_scores_codex":[0.9923542,0.002103565,0.0002036939,0.001197219,0.002624839,0.001516568],"domain_scores_gemma":[0.9668829,0.002944581,0.0005047161,0.0007442526,0.01039316,0.01853037],"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":[0.00001339245,0.00001672425,0.0001630853,0.00002905068,0.000001635224,0.0001028383,0.0004138514,0.00001239917,0.0000861544,0.001518488,0.9923787,0.005263742],"study_design_scores_gemma":[0.000005226355,0.000007217097,0.0001037858,0.00005815846,0.000001333718,0.0001788465,0.001745626,0.00001315551,0.00004817511,0.0004129535,0.9974172,0.000008354966],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.002230059,0.006410386,0.001121534,0.7528274,0.1572419,0.0002129845,0.0003628364,0.0003059337,0.07928702],"genre_scores_gemma":[0.0222759,0.004393007,0.000998613,0.4968897,0.01806556,0.0005383123,0.0002486166,0.0003756535,0.4562146],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9142016,"threshold_uncertainty_score":0.2870243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636665444425271,"score_gpt":0.2327148875243308,"score_spread":0.2063482330800781,"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."}}