{"id":"W4213254118","doi":"10.1080/00344893.2022.2034661","title":"Policymaking, Constituency Service, and the Pandemic: How Working Remotely Transformed U.S. State Legislators’ Representative Roles","year":2022,"lang":"en","type":"article","venue":"Representation","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Legislature; Pandemic; Political science; Work (physics); Coronavirus disease 2019 (COVID-19); Public administration; State (computer science); Service (business); Order (exchange); Public relations; Business; Law; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009711254,0.0001000989,0.0001765944,0.00006932927,0.001352852,0.0001756346,0.0001528874,0.00003826401,0.00006966751],"category_scores_gemma":[0.0002795168,0.00008106342,0.00005710691,0.0005914458,0.0003685544,0.0002910288,0.0000516274,0.0002045069,0.000005265691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001344315,"about_ca_system_score_gemma":0.000145968,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03713964,"about_ca_topic_score_gemma":0.02525275,"domain_scores_codex":[0.9973468,0.001266315,0.0002427589,0.0002596881,0.0005399004,0.0003445706],"domain_scores_gemma":[0.9989524,0.0005238677,0.0001738909,0.0001591384,0.00008973056,0.0001009276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004688617,0.00006286128,0.2974655,0.00003597517,0.0001295424,0.00001087991,0.2236153,0.0007250645,0.001284456,0.4481028,0.001957055,0.02614171],"study_design_scores_gemma":[0.01262294,0.0002913465,0.2288901,0.0001900069,0.0004112942,0.00007524509,0.1319011,0.008341536,0.001495226,0.3116975,0.3023655,0.001718206],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9364358,0.0003408935,0.000750559,0.03236721,0.0003672781,0.001208969,0.00001698365,0.0001365135,0.02837584],"genre_scores_gemma":[0.9975753,0.0000708084,0.00003304468,0.000451713,0.0002060702,0.0001185613,0.00001277499,0.00001011675,0.001521656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3004085,"threshold_uncertainty_score":0.9999472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08583641498022423,"score_gpt":0.3783197758163808,"score_spread":0.2924833608361566,"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."}}