{"id":"W2808087274","doi":"10.1007/978-1-4842-3627-7_22","title":"Tales from the Trenches","year":2018,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information and Cyber Security","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Ontario Academic Medicine Association","funders":"","keywords":"Point (geometry); Internet privacy; Sound (geography); Business; Computer security; Engineering; Public relations; Computer science; Political 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001007421,0.000212034,0.0001664832,0.0000335976,0.0001715157,0.0002586034,0.001480414,0.0001819738,0.0002774568],"category_scores_gemma":[0.000006230362,0.0001431711,0.0001178257,0.000005517551,0.0001805162,0.0001402121,0.0004526594,0.0002359652,0.0009246796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001575002,"about_ca_system_score_gemma":0.00005585699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006086071,"about_ca_topic_score_gemma":0.00008637812,"domain_scores_codex":[0.9990535,0.00001552063,0.0002312308,0.00024772,0.0002939661,0.0001579991],"domain_scores_gemma":[0.9986207,0.0001086352,0.0001729154,0.0009721003,0.00007253073,0.00005315774],"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":[0.000001486385,0.000001688024,5.391886e-7,0.000003613023,0.000033072,0.000002818695,0.004945835,8.274992e-8,0.000003350455,0.9374433,0.0275574,0.03000679],"study_design_scores_gemma":[0.00007980352,0.00001307673,0.00001890128,0.00004900697,0.00001170747,0.000002956792,0.00001021608,0.0002438607,0.0003086822,0.1303419,0.868731,0.0001889478],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005600245,0.0002185934,0.005642906,0.0001668227,0.0005578954,0.0001326591,0.00003949156,0.0001541082,0.9930315],"genre_scores_gemma":[0.008948956,0.00002140545,0.002064005,0.00310796,0.0008197385,0.00001913522,0.00004112708,0.00002488583,0.9849528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8411736,"threshold_uncertainty_score":0.9998532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627808004122729,"score_gpt":0.2160755398235253,"score_spread":0.1897974597822981,"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."}}