{"id":"W3038748980","doi":"10.33137/jaste.v11i2.34532","title":"Phronetic Science for Wicked Times","year":2020,"lang":"en","type":"article","venue":"Journal for Activist Science and Technology Education","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Wicked problem; Engineering ethics; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Sociology; Epistemology; Medicine; Philosophy; Computer science; Pathology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003886346,0.000086378,0.0001422246,0.001083503,0.002326468,0.0008992944,0.00111441,0.00005125532,0.0000206479],"category_scores_gemma":[0.01005517,0.00006266017,0.00003206871,0.004516603,0.002746624,0.001780465,0.0001544569,0.0001652081,0.00001569406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001576516,"about_ca_system_score_gemma":0.00491965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.011507e-7,"about_ca_topic_score_gemma":0.000003040948,"domain_scores_codex":[0.9977353,0.00001409162,0.0002913007,0.0004824732,0.001095946,0.000380913],"domain_scores_gemma":[0.9952425,0.0002059559,0.0002262366,0.0002105339,0.003863741,0.0002509958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002279321,0.0001699651,0.001481883,0.00001310642,0.000007221079,6.512986e-7,0.001814726,0.000005506367,0.4436298,0.05796881,0.04490373,0.4497766],"study_design_scores_gemma":[0.001142135,0.004771236,0.005764481,0.00004468443,0.00002911397,0.0002406398,0.06130969,0.04284327,0.1386882,0.6492252,0.09549669,0.0004446486],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8551319,0.0001106085,0.01511527,0.1264734,0.00100296,0.0006602129,0.000006526581,0.0000348515,0.001464355],"genre_scores_gemma":[0.9958414,0.00000622043,0.002785149,0.0002826478,0.0002346702,0.00007264308,6.602213e-7,0.000004622725,0.0007719428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5912564,"threshold_uncertainty_score":0.9999673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08115748644037304,"score_gpt":0.4787863481195361,"score_spread":0.3976288616791631,"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."}}