{"id":"W4365147341","doi":"10.1515/iupac.94.0219","title":"Abstraction","year":2023,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Glossary; Terminology; Meaning (existential); Abandonment (legal); Abstraction; Field (mathematics); Computer science; Linguistics; Epistemology; Philosophy; Mathematics; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003774174,0.0004606758,0.0005142371,0.0001219736,0.0001456114,0.0001346782,0.0007276814,0.0008568274,0.009019948],"category_scores_gemma":[0.001329099,0.0004735553,0.000220065,0.0002324452,0.0001178574,0.00006904198,0.0002959584,0.00183065,0.00009737635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009221575,"about_ca_system_score_gemma":0.001069639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007080215,"about_ca_topic_score_gemma":0.001194489,"domain_scores_codex":[0.9963294,0.00001748033,0.0004984398,0.0006570246,0.001855521,0.0006421815],"domain_scores_gemma":[0.9976429,0.0001402556,0.0002525916,0.001262672,0.0004336398,0.000267888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006023111,0.0001606821,0.000004252866,0.001093551,0.0001457354,0.0003440502,0.000003782067,0.000007916213,0.0007671152,7.392944e-7,0.9960986,0.001313334],"study_design_scores_gemma":[0.0004684704,0.00002237018,0.000006729841,0.0002660129,0.00007705605,0.00003310337,0.00004053069,0.0000185434,0.001500432,0.00009120845,0.997046,0.0004295468],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0002597642,0.0001500988,0.000003386898,0.0003616633,0.000405241,0.00007827756,0.9975868,0.0003367579,0.0008179772],"genre_scores_gemma":[0.000007675141,0.0009316649,0.00001813975,0.00003711375,0.002113368,0.00002644746,0.9850199,0.00008719281,0.01175846],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0125669,"threshold_uncertainty_score":0.9997716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02665420496191863,"score_gpt":0.4401574557908103,"score_spread":0.4135032508288917,"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."}}