{"id":"W4210746309","doi":"10.1787/6163152b-en","title":"Automation risk is low but one quarter of jobs would undergo changes","year":2021,"lang":"en","type":"other","venue":"OECD economic surveys. Finland","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Automation; Computer science; Operations management; Engineering; Business; Geography; Mechanical engineering; Archaeology","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":[0.0009507627,0.0003354536,0.0002465378,0.001882758,0.0007487283,0.00226484,0.0004109375,0.0007903983,0.03923351],"category_scores_gemma":[0.003659841,0.0001248294,0.0003517153,0.00334591,0.0003752137,0.0009616864,0.0008301993,0.0005700869,0.01684687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009725541,"about_ca_system_score_gemma":0.002549589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04155224,"about_ca_topic_score_gemma":0.04862227,"domain_scores_codex":[0.9989187,0.00008695489,0.00006051846,0.00009575095,0.0004783331,0.0003597896],"domain_scores_gemma":[0.9969167,0.0005577933,0.0009769507,0.0001400674,0.0008272696,0.0005811833],"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":[0.0005189857,0.0001746041,0.3111481,0.0008612416,0.00007855051,0.0004693376,0.0009296195,0.001042054,0.001148945,0.01399358,0.4461623,0.2234726],"study_design_scores_gemma":[0.00002025584,0.00008757316,0.6719683,0.0002856608,0.00002712634,0.0003209929,0.00154008,0.0002258887,0.0006798233,0.001252581,0.3235616,0.00003009202],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2878174,0.006809129,0.001846897,0.01713057,0.001085778,0.0001420775,0.2649536,0.001066827,0.4191476],"genre_scores_gemma":[0.6536506,0.005825571,0.001103411,0.002513025,0.0004587632,0.0001963093,0.1204286,0.0001760157,0.2156476],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04155224,"threshold_uncertainty_score":0.1312491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01225537332408839,"score_gpt":0.2007058823436652,"score_spread":0.1884505090195768,"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."}}