{"id":"W4281478405","doi":"10.3167/hrrh.2022.480201","title":"Between Science and Utopia","year":2022,"lang":"en","type":"article","venue":"Historical Reflections/Réflexions Historiques","topic":"European Political History Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Utopia; Ideology; Context (archaeology); Epistemology; Cosmogony; Independence (probability theory); State (computer science); Sociology; Politics; Aesthetics; History; Social science; Literature; Political science; Philosophy; Art history; Law; Art; Archaeology; Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008243356,0.0002136532,0.0003186395,0.0008631729,0.006587188,0.0001067817,0.0004471362,0.00002982802,0.002106541],"category_scores_gemma":[0.0004019973,0.0002285883,0.0001245897,0.0005938473,0.001258408,0.0004079913,0.0002934225,0.0005542395,0.00008943336],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01434906,"about_ca_system_score_gemma":0.0003567723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001357884,"about_ca_topic_score_gemma":0.0002461169,"domain_scores_codex":[0.9974262,0.0002134642,0.0004363132,0.0006100127,0.0008536034,0.0004604433],"domain_scores_gemma":[0.9984896,0.0001668578,0.0001348265,0.0004600697,0.0003995557,0.0003490903],"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":[0.00001381962,0.0001072177,0.00004556876,0.000009247138,0.00001950676,0.000009327908,0.007511194,0.000002383793,0.0002354729,0.928153,0.06290118,0.0009920439],"study_design_scores_gemma":[0.00009386338,0.000281462,0.00003826638,0.000003096245,0.00007796119,0.00001198419,0.0002712871,0.00001277413,0.00002390093,0.007688457,0.9912246,0.0002723865],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005571085,0.001916194,0.0004237879,0.004051262,0.004029935,0.0002437737,0.00005964252,0.0008039991,0.9829003],"genre_scores_gemma":[0.5658346,0.00002606938,0.0006096146,0.0009625726,0.001356374,0.0001244617,0.00001170255,0.00005010788,0.4310244],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9283234,"threshold_uncertainty_score":0.9988056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07599465440614175,"score_gpt":0.2935125062622752,"score_spread":0.2175178518561335,"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."}}