{"id":"W4365149482","doi":"10.1515/iupac.94.0585","title":"Isolobal","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; Abandonment (legal); Meaning (existential); Field (mathematics); Computer science; Epistemology; Linguistics; 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":[0.0003884144,0.0005801198,0.000700877,0.0001045869,0.000152439,0.0001437811,0.001270971,0.0009634492,0.009499438],"category_scores_gemma":[0.001843544,0.0005800815,0.0002809641,0.0003169995,0.0002017521,0.00005067646,0.0006969938,0.001770257,0.00009880896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009774759,"about_ca_system_score_gemma":0.001579857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006134925,"about_ca_topic_score_gemma":0.00127783,"domain_scores_codex":[0.9955841,0.00002625739,0.0005444157,0.0008042913,0.002141848,0.0008990509],"domain_scores_gemma":[0.9971391,0.0001416706,0.0002222763,0.001657739,0.0004736308,0.0003656101],"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":[0.00007424829,0.0001725589,0.000008790703,0.001077151,0.0001997305,0.0005946715,0.000004631771,0.000003328972,0.0002453781,0.00000218044,0.9968744,0.0007429412],"study_design_scores_gemma":[0.0006469772,0.00003502328,0.000002391538,0.0002935558,0.00008768395,0.00003854879,0.00003764225,0.00002370421,0.0005584667,0.000134253,0.9976013,0.0005404659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001603388,0.0003002627,0.000004188749,0.0005255376,0.0003633884,0.00008724283,0.9972038,0.0003707314,0.0009844692],"genre_scores_gemma":[0.0000034439,0.0008791272,0.00002835711,0.00008335712,0.002058493,0.0000273333,0.9835994,0.00009608757,0.01322445],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01360449,"threshold_uncertainty_score":0.9996651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02407599265028408,"score_gpt":0.4355183584542139,"score_spread":0.4114423658039298,"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."}}