{"id":"W4297384644","doi":"10.3233/wor-211121","title":"Past, present, and future of E/HF for sustainability: A perspective from the HFSD Technical Committee","year":2022,"lang":"en","type":"article","venue":"Work","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Social sustainability; Work (physics); Engineering ethics; Interconnectivity; Action (physics); Sustainability science; Road map; Sustainable development; Theme (computing); Set (abstract data type); Perspective (graphical); Political science; Sociology; Management science; Engineering; Computer science; Social science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008207902,0.00005956633,0.00009485555,0.00001463025,0.0001087352,0.00001208417,0.0001235102,0.0000240891,0.00005130385],"category_scores_gemma":[0.000005199191,0.00004847909,0.00004546365,0.00006372497,0.00004033852,0.00001406537,0.00008704509,0.0001542373,1.969097e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195898,"about_ca_system_score_gemma":0.00001035512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003790426,"about_ca_topic_score_gemma":0.0000164282,"domain_scores_codex":[0.9996635,0.00001589083,0.00008014836,0.00009511968,0.00004827307,0.00009711751],"domain_scores_gemma":[0.9996008,0.0001596663,0.00001602017,0.0001802877,0.00002413871,0.00001908096],"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":[0.0006017069,0.0003317734,0.09323364,0.000181047,0.0006425147,0.000007478987,0.0383551,0.01337126,0.0003074849,0.3138553,0.5127146,0.02639807],"study_design_scores_gemma":[0.0005152988,0.000103996,0.07600286,0.000006521615,0.00004496167,9.699644e-7,0.022895,0.0006152879,0.00003853043,0.06979988,0.8297768,0.0001999483],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841247,0.004233645,0.0003657526,0.007518277,0.000360432,0.0007616581,0.0001787524,0.0001169041,0.002339864],"genre_scores_gemma":[0.9990942,0.00001211295,0.0001613673,0.00002716089,0.000549085,0.00007786589,0.000006260325,0.00001370514,0.00005821826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3170621,"threshold_uncertainty_score":0.197692,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007092176684462122,"score_gpt":0.2160048956434153,"score_spread":0.2089127189589532,"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."}}