{"id":"W2773923627","doi":"10.24989/medienjournal.v35i3.163","title":"Lessons from Canada","year":2017,"lang":"en","type":"article","venue":"MedienJournal","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Accountability; Process (computing); Context (archaeology); Broadcasting (networking); Evaluation methods; Professional standards; Computer science; Management science; Political science; Process management; Public relations; Engineering ethics; Business; Engineering; Computer security; Law; Geography","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":[0.005220096,0.0006773146,0.0006269765,0.002087305,0.01759124,0.01069946,0.002438338,0.004438586,0.02400002],"category_scores_gemma":[0.01082337,0.0003384,0.0006599482,0.003921354,0.006607178,0.004333987,0.003872599,0.006455056,0.002188641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1307166,"about_ca_system_score_gemma":0.3086311,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9902776,"about_ca_topic_score_gemma":0.9941789,"domain_scores_codex":[0.9908415,0.0009166289,0.0002167915,0.0006856511,0.004351735,0.0029878],"domain_scores_gemma":[0.9897768,0.001094176,0.0001347291,0.0002359395,0.006344849,0.002413535],"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":[0.00007987842,0.00007627186,0.003051187,0.0003852064,0.00002265658,0.0007147723,0.005998134,0.0006565797,0.000307261,0.2679422,0.6152722,0.1054937],"study_design_scores_gemma":[0.00001784127,0.00002448451,0.004363118,0.0006664266,0.00002310374,0.0001376936,0.009946949,0.0001642242,0.0002918344,0.01611958,0.968182,0.00006280409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01121176,0.01667321,0.001256289,0.5334458,0.003481403,0.0001211791,0.00142518,0.0001442274,0.432241],"genre_scores_gemma":[0.3219944,0.03759329,0.005681239,0.2082345,0.0007914182,0.0001773614,0.001244003,0.0003623372,0.4239215],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1307166,"threshold_uncertainty_score":0.9484199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02054477559385475,"score_gpt":0.261260636440149,"score_spread":0.2407158608462942,"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."}}