{"id":"W6931169822","doi":"10.5281/zenodo.2551824","title":"bceaton/ESD2019_BCE_RDM_LGM: Data and Code","year":2019,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Synthesis and characterization of novel inorganic/organometallic compounds","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Code (set theory); Field (mathematics); Source code; Data structure","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003713117,0.002079714,0.002442981,0.003361637,0.001404809,0.004956092,0.00528824,0.001900212,0.4314623],"category_scores_gemma":[0.01730343,0.001585428,0.001934332,0.005217732,0.001029709,0.002929073,0.004057668,0.003115922,0.4935811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002376464,"about_ca_system_score_gemma":0.004256177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01674331,"about_ca_topic_score_gemma":0.01603094,"domain_scores_codex":[0.9970366,0.0004457343,0.0002779831,0.0006579336,0.001308873,0.0002729303],"domain_scores_gemma":[0.9940878,0.001337869,0.0003589915,0.002094268,0.001473524,0.0006475784],"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":[0.00009565022,0.00001205085,0.0003771692,0.0003570917,0.00004129942,0.0000273166,0.00003969716,0.0007609976,0.0006052748,0.00247006,0.9870712,0.008142238],"study_design_scores_gemma":[0.0001085533,0.000009527436,0.0006991099,0.0001210786,0.00002428873,0.00005618687,0.0000244625,0.001409945,0.002055581,0.006220797,0.9892254,0.00004509561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000626399,0.0002770405,0.01892982,0.0007642325,0.000767321,0.0001577996,0.8827378,0.07153267,0.02420689],"genre_scores_gemma":[0.005265599,0.0003739207,0.02894356,0.0006069499,0.0001351771,0.0009994829,0.8459543,0.0904477,0.02727329],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.4314623,"threshold_uncertainty_score":0.81095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0549552679954449,"score_gpt":0.2558116347282729,"score_spread":0.200856366732828,"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."}}