{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000460781,0.000235709,0.0002936848,0.0004913806,0.000659704,0.0007566068,0.001938057,0.0001894522,0.00008055974],"category_scores_gemma":[0.0001702279,0.000251525,0.0001595147,0.001794708,0.0001913557,0.004022584,0.001121281,0.0007738987,0.0003738435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002002374,"about_ca_system_score_gemma":0.0003416116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001029576,"about_ca_topic_score_gemma":0.000151571,"domain_scores_codex":[0.9980127,0.0002236737,0.0003317415,0.0004388127,0.00039663,0.0005964016],"domain_scores_gemma":[0.9981473,0.000188824,0.00008992359,0.001006618,0.0002529617,0.0003143729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002919922,0.000158401,0.0009522805,0.00001657339,0.0000475819,0.00005917016,0.0003000915,0.00001823469,0.00005147779,0.9886259,0.003010433,0.006730666],"study_design_scores_gemma":[0.00215721,0.0001808805,0.02378065,0.0001002143,0.0001087692,0.00001601709,0.000605216,0.01503248,0.001162494,0.01006983,0.9461234,0.0006628933],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09763069,0.0003289544,0.3725771,0.01304989,0.001283358,0.0005211708,0.00002683579,0.001065526,0.5135165],"genre_scores_gemma":[0.9872546,0.00001981758,0.004112061,0.001546106,0.00002340578,0.000002041307,0.0000105595,0.000006900348,0.007024501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.978556,"threshold_uncertainty_score":0.9999937,"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."}}