{"id":"W4367149115","doi":"10.1021/cen-09945-feature3","title":"Employment outlook 2022","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Job market; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Pandemic; Political science; Public relations; History; Medicine; Engineering; Mechanical engineering","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":[0.001116331,0.0009306516,0.0004065975,0.0009750591,0.001943694,0.00359947,0.0007976654,0.003269197,0.1995696],"category_scores_gemma":[0.001828455,0.000204093,0.0004641934,0.001200881,0.0002461727,0.002032968,0.001409748,0.002645479,0.2310004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773668,"about_ca_system_score_gemma":0.005508132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01741287,"about_ca_topic_score_gemma":0.01919332,"domain_scores_codex":[0.9992524,0.00006028753,0.00002984945,0.00007112637,0.0003263296,0.0002600427],"domain_scores_gemma":[0.9989489,0.00004281299,0.00005336869,0.00002552597,0.0005067713,0.0004226039],"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":[0.00003663822,0.0000248614,0.0004872689,0.00006839577,0.000003346896,0.00003178876,0.00002542376,0.00004884134,0.0001439034,0.003114711,0.9554341,0.04058075],"study_design_scores_gemma":[0.000005221127,0.00001869886,0.001698098,0.00005529557,0.000001445562,0.00002714686,0.00006804502,0.00003805889,0.00004242021,0.0003661221,0.9976745,0.000004950406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.005143967,0.01138807,0.001516018,0.0708496,0.02568459,0.0001546953,0.08339278,0.002489882,0.7993804],"genre_scores_gemma":[0.02203549,0.009043401,0.001766789,0.01914293,0.003023131,0.0003322862,0.06247729,0.0004405789,0.8817381],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1995696,"threshold_uncertainty_score":0.6676267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05277756573553107,"score_gpt":0.4170719391296258,"score_spread":0.3642943733940948,"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."}}