{"id":"W4241847020","doi":"10.1190/tle35060484.1","title":"From the Other Side","year":2016,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; License; Nothing; Computer science; Engineering management; Computer security; Engineering ethics; Engineering; Law; Political science; Epistemology","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":[],"consensus_categories":[],"category_scores_codex":[0.004150995,0.0006148284,0.0006815462,0.001099836,0.005871458,0.0175078,0.001626502,0.008648474,0.228247],"category_scores_gemma":[0.01642664,0.0002645252,0.0008329084,0.001050708,0.0038139,0.008597394,0.005154523,0.01172004,0.1113481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005212574,"about_ca_system_score_gemma":0.01349267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02353806,"about_ca_topic_score_gemma":0.03408145,"domain_scores_codex":[0.9942568,0.000842743,0.0002472738,0.0007519697,0.002746907,0.001154399],"domain_scores_gemma":[0.9874291,0.001238204,0.0003719598,0.0008917726,0.006203765,0.003865218],"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":[0.00003430256,0.00003904939,0.0007067469,0.00005643037,0.000008788614,0.0001016232,0.000280146,0.00006019891,0.0003059552,0.08884821,0.8750676,0.03449089],"study_design_scores_gemma":[0.000005297973,0.0000124195,0.0002464294,0.00005976384,0.000004119079,0.00004998326,0.0003356977,0.00004967859,0.0001197138,0.006012922,0.9930941,0.000009808628],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001464235,0.003124731,0.002604826,0.6019834,0.02047935,0.00004277552,0.0003656593,0.0003312345,0.3696038],"genre_scores_gemma":[0.02143429,0.003310428,0.00231058,0.2518443,0.00460968,0.00004360286,0.0003826889,0.0003064231,0.715758],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.228247,"threshold_uncertainty_score":0.7635622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2275827732366013,"score_gpt":0.4452152808244594,"score_spread":0.2176325075878581,"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."}}