{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.09786285,0.001308578,0.001551792,0.004397709,0.01283356,0.02209712,0.003301592,0.01354366,0.002543716],"category_scores_gemma":[0.1113013,0.001406753,0.001806118,0.002679387,0.09887952,0.02381551,0.01686419,0.01688068,0.001307072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008325198,"about_ca_system_score_gemma":0.01035767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003249744,"about_ca_topic_score_gemma":0.002028374,"domain_scores_codex":[0.8651728,0.1034178,0.006060668,0.00471572,0.01763071,0.003002415],"domain_scores_gemma":[0.8768395,0.08165807,0.005298913,0.02040396,0.01165991,0.00413961],"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":[0.000003358527,0.000004568262,0.00006747609,0.00001961826,0.000003348146,0.00001169034,0.002031407,0.0001763345,0.00002046982,0.995818,0.0006521142,0.001191742],"study_design_scores_gemma":[0.000005283494,0.00000446079,0.00004149498,0.00008583965,0.000004581034,0.00003096009,0.0006456625,0.000567481,0.00004920789,0.9772059,0.02134768,0.00001148138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02469021,0.0120028,0.2610642,0.2875206,0.00468647,0.000174247,0.0001243268,0.0003483803,0.4093887],"genre_scores_gemma":[0.8587604,0.005289553,0.08683767,0.02224978,0.003350608,0.000680297,0.0001326021,0.0004713902,0.0222277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9871665,"threshold_uncertainty_score":0.5175544,"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."}}