{"id":"W2732258116","doi":"10.22329/iasza.v0i0.4921","title":"How Will You Get Information You Need in a Zombie Apocalypse","year":2017,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Zombie; Metaphor; Data science; Computer science; Computer security; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001041854,0.0002010371,0.0003456818,0.0004387333,0.002695565,0.0002935073,0.001521889,0.0004548769,0.0002130974],"category_scores_gemma":[0.0002847182,0.0002255099,0.0002226882,0.00028275,0.0008490508,0.008844717,0.0005109489,0.0004955478,0.00009705059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004181786,"about_ca_system_score_gemma":0.0002040308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004126481,"about_ca_topic_score_gemma":0.01488386,"domain_scores_codex":[0.9981059,0.0001555379,0.0001621041,0.0003002407,0.0007108194,0.000565431],"domain_scores_gemma":[0.9983066,0.00004072554,0.0004645133,0.0006500868,0.0002358946,0.0003021973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001125872,0.0005532493,0.6983757,0.0002398227,0.0002897088,0.000251934,0.2240519,0.00005769411,0.001027215,0.0292918,0.001196283,0.0435388],"study_design_scores_gemma":[0.004503942,0.0001753471,0.5358289,0.000170233,0.00008456643,0.000004105829,0.1484049,0.00007055711,0.000149965,0.002243819,0.3076421,0.0007215553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428993,0.00005504677,0.0000534174,0.01755833,0.0002953987,0.0003261002,0.00003838761,0.00006646074,0.03870755],"genre_scores_gemma":[0.9865278,0.0003076886,0.0003169485,0.00007143999,0.0000980894,2.146042e-7,0.00002600973,0.000009894256,0.01264194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3064458,"threshold_uncertainty_score":0.9986028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02510412137268456,"score_gpt":0.2436320851788889,"score_spread":0.2185279638062044,"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."}}