{"id":"W3036656431","doi":"10.1353/vcr.2019.0054","title":"“A Requirement of the Age Supplied”: Thomas Atkins & Son and the Business of Water Filtering","year":2019,"lang":"en","type":"article","venue":"Victorian review","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Temptation; Filter (signal processing); History; Ancient history; Law; Economic history; Art; Philosophy; Political science; Engineering; Theology; Electrical 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004375654,0.0000707189,0.000241391,0.00001558412,0.0001032686,0.00001244708,0.0001551861,0.00001577226,0.003298653],"category_scores_gemma":[0.00003828219,0.00002848893,0.00005658003,0.00004254238,0.0002773735,0.00005727252,0.00006702823,0.00006451061,0.00003059753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009713668,"about_ca_system_score_gemma":0.00001384351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002994656,"about_ca_topic_score_gemma":0.00008006145,"domain_scores_codex":[0.9993041,0.00006197582,0.0003123209,0.00008279536,0.0001542878,0.00008453787],"domain_scores_gemma":[0.9994536,0.00003682517,0.0001053959,0.0003062651,0.00008595475,0.00001197279],"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":[0.00001574776,0.0000413146,0.00007662872,0.006678883,0.00004169738,3.253168e-7,0.01538532,2.528475e-7,0.00182012,0.9594483,0.0149718,0.001519615],"study_design_scores_gemma":[0.0001952803,0.000008229337,0.0001169976,0.001434487,0.00003731434,4.826339e-7,0.00002946655,3.845753e-7,0.00012826,0.000435117,0.9975709,0.00004303957],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1565669,0.07950711,0.0001803138,0.03201795,0.0145924,0.005553589,0.0001543504,0.00008380547,0.7113435],"genre_scores_gemma":[0.9594154,0.009142779,0.00006024645,0.002913181,0.0008058344,0.00005868794,0.00004615828,0.00002380458,0.02753393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9825991,"threshold_uncertainty_score":0.9976125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.040232325782396,"score_gpt":0.2381582103283673,"score_spread":0.1979258845459713,"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."}}