{"id":"W4283691318","doi":"10.1109/mpot.2022.3168996","title":"Epic product fails of history","year":2022,"lang":"en","type":"article","venue":"IEEE Potentials","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forces College","funders":"","keywords":"EPIC; Mistake; Focus (optics); Product (mathematics); History; Aesthetics; Computer science; Internet privacy; Literature; Political science; Art; Law","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":[0.0002157896,0.00006274038,0.0002033326,0.000118032,0.00005598602,7.429412e-7,0.00009171814,0.0003254606,0.002535077],"category_scores_gemma":[0.0000319937,0.00005607843,0.00008408272,0.0001045531,0.0001110121,0.00002302808,0.00003897122,0.0009713577,0.00003099717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006863956,"about_ca_system_score_gemma":0.00009004569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002414367,"about_ca_topic_score_gemma":5.607591e-7,"domain_scores_codex":[0.999322,0.00004396956,0.0001942245,0.0001608026,0.0001530509,0.0001259769],"domain_scores_gemma":[0.9995566,0.00001113644,0.00008765453,0.0002842901,0.00003077531,0.00002951513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001519039,0.0003350732,0.000538493,0.00009222338,0.0002226089,0.0001323691,0.0003002341,0.0000458489,0.9129169,0.001768734,0.07677367,0.006721921],"study_design_scores_gemma":[0.00135069,0.0005819227,0.004600459,0.00003772789,0.0003416131,0.0004791208,0.0002213099,0.00002898008,0.6157889,0.0006393506,0.3757387,0.0001911784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9559663,0.009307301,0.0003390249,0.02169499,0.003639707,0.0004623494,0.000007807479,0.0001758108,0.008406739],"genre_scores_gemma":[0.9919755,0.000117938,0.0002000438,0.0005489271,0.00007126803,0.00001550021,0.000005550646,0.000009642601,0.007055644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2989651,"threshold_uncertainty_score":0.9983767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01851892979454388,"score_gpt":0.2330422542357084,"score_spread":0.2145233244411645,"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."}}