{"id":"W4301222627","doi":"10.33137/aestimatio.v4i0.25808","title":"Materials in Eighteenth-Century Science: A Historical Ontology","year":2015,"lang":"en","type":"article","venue":"Aestimatio Sources and Studies in the History of Science","topic":"Historical Philosophy and Science","field":"Arts and Humanities","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ontology; History of science; History; Data science; Computer science; Epistemology; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.003311187,0.000115143,0.0002889857,0.0003930308,0.0004819144,0.00003736737,0.0007849361,0.00002054626,0.00001848774],"category_scores_gemma":[0.0007066414,0.00007418648,0.00001932266,0.0003486051,0.01996748,0.000564146,0.0001573351,0.0001081862,0.000005440176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001974748,"about_ca_system_score_gemma":0.0003354941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008046965,"about_ca_topic_score_gemma":0.0002139716,"domain_scores_codex":[0.9982246,0.00007260258,0.0003646169,0.0003297059,0.0006987264,0.0003097489],"domain_scores_gemma":[0.9992318,0.0001272115,0.0001479137,0.0002119046,0.0002015751,0.00007960795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002415199,0.0001230456,0.0004531406,0.00003865786,0.000002120959,0.00001002455,0.6386731,0.00001914973,0.0003804794,0.3529099,0.00662728,0.0007389477],"study_design_scores_gemma":[0.001388022,0.001060432,0.00337651,0.0002431881,0.00003721954,0.00005842259,0.1072441,0.0008605754,0.00009082537,0.05396394,0.8308518,0.0008249224],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9030542,0.03031778,0.00000840479,0.001463709,0.006669977,0.0002220107,0.000002597646,0.00002060527,0.05824077],"genre_scores_gemma":[0.998667,0.000178634,0.0002155943,0.0002148287,0.00007860534,0.00001487122,1.322982e-7,0.000002603028,0.0006277518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8242245,"threshold_uncertainty_score":0.9826996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1999667230161483,"score_gpt":0.3063954621145852,"score_spread":0.106428739098437,"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."}}