{"id":"W4206041162","doi":"10.1136/jech-2021-217666","title":"Purposes and duties in scientific modelling","year":2022,"lang":"en","type":"article","venue":"Journal of Epidemiology & Community Health","topic":"Philosophy and History of Science","field":"Arts and Humanities","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Scrutiny; Context (archaeology); Perspective (graphical); Conversation; Politics; Ethical decision","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01588459,0.00007470094,0.0004136589,0.0003628746,0.003632646,0.00002507851,0.0004169358,0.00001730355,0.0002014284],"category_scores_gemma":[0.0004169989,0.00006665586,0.00005208737,0.0000712696,0.001251786,0.0002594097,0.0001648183,0.001331768,0.000001299855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002155044,"about_ca_system_score_gemma":0.0003205378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003643941,"about_ca_topic_score_gemma":0.005386423,"domain_scores_codex":[0.9961919,0.002626717,0.0006949797,0.00009936439,0.0001287711,0.0002582255],"domain_scores_gemma":[0.9976596,0.001345881,0.0005766453,0.0002214566,0.00008430226,0.0001120903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001060608,0.0003905612,0.005885207,0.00009314322,0.00001779398,0.000007214252,0.1357338,0.01228103,0.00000999003,0.8320218,0.01001326,0.003440081],"study_design_scores_gemma":[0.0003349438,0.001131229,0.001440718,0.00007018188,0.000005985578,0.00008665428,0.02231946,0.002146154,4.541832e-7,0.3780057,0.594344,0.0001145512],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586989,0.01240936,0.0001541736,0.01815393,0.00150493,0.00009601833,0.00001980996,0.00001160517,0.008951323],"genre_scores_gemma":[0.9959608,0.0002850165,0.0005590814,0.00283324,0.0001054701,0.000002343294,0.000002450504,0.000004029809,0.0002475937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5843307,"threshold_uncertainty_score":0.9976645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3492347774407873,"score_gpt":0.3563165697783271,"score_spread":0.00708179233753975,"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."}}