{"id":"W7058032279","doi":"","title":"Mathematical objects within a transitory epistemology","year":2023,"lang":"en","type":"article","venue":"Archivio Istituzionale della Ricerca (Universita Degli Studi Di Milano)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Universidade do Minho; Universidad de Chile; Universität Bielefeld; Comisión Nacional de Investigación Científica y Tecnológica; Deutscher Akademischer Austauschdienst; International Council for Canadian Studies; European Commission","keywords":"Object (grammar); Characterization (materials science); Mathematical structure; Relation (database); Mathematical theory; Mathematical model","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003191112,0.0003042609,0.0004027932,0.0004234828,0.0005220973,0.0000427583,0.0005600065,0.00005943632,0.02435688],"category_scores_gemma":[0.00002095848,0.0003136263,0.0002133998,0.0008067701,0.0003018827,0.00005164901,0.0004426166,0.0003430536,0.00200261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000326018,"about_ca_system_score_gemma":0.0002408251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002681128,"about_ca_topic_score_gemma":0.0001613292,"domain_scores_codex":[0.9976157,0.0001642485,0.0003340336,0.000594296,0.0006209309,0.0006707932],"domain_scores_gemma":[0.9984641,0.0005785686,0.0001011216,0.0004686799,0.0001152893,0.0002722466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0004580328,0.001705493,0.04504155,0.0005126794,0.001536759,0.001444186,0.01604303,0.0008016174,0.008336678,0.7341634,0.1380395,0.05191708],"study_design_scores_gemma":[0.01757459,0.00183175,0.4546464,0.0007317644,0.001429723,0.0001511598,0.09599612,0.07419563,0.001146926,0.06317157,0.2835737,0.005550682],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3880779,0.00004899808,0.002174372,0.001388073,0.0002528558,0.0005941686,0.0001297164,0.0001634458,0.6071705],"genre_scores_gemma":[0.9266434,0.00001897069,0.0007236555,0.00006602179,0.0002086287,0.00004264071,0.0001904516,0.00003116749,0.07207503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6709918,"threshold_uncertainty_score":0.9999316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985721342247048,"score_gpt":0.2446663412329247,"score_spread":0.2248091278104542,"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."}}