{"id":"W6931214198","doi":"10.5281/zenodo.4071946","title":"nschloe/meshio v4.3.0","year":2020,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"thermodynamics and calorimetric analyses","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Kootenay Association for Science & Technology","funders":"","keywords":"Set (abstract data type); Identification (biology); Product (mathematics); Relation (database)","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":["insufficient_payload"],"category_scores_codex":[0.0001423696,0.0002750045,0.000301961,0.0002778053,0.0006309653,0.0005066516,0.001403558,0.0002442204,0.3368812],"category_scores_gemma":[0.0003201423,0.0002904039,0.0001361977,0.0005621607,0.0001270673,0.000048408,0.001068702,0.0005030309,0.0243481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001266436,"about_ca_system_score_gemma":0.000005234805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006048977,"about_ca_topic_score_gemma":6.232861e-7,"domain_scores_codex":[0.9982901,0.00007466115,0.0002398675,0.0005855413,0.0004475409,0.0003623232],"domain_scores_gemma":[0.9987703,0.00001512334,0.000207188,0.0006219416,0.0001276865,0.0002577359],"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":[0.00002048956,0.00007148306,4.259589e-7,0.0001714702,0.0001757425,0.00003034573,0.000095308,0.000002224514,0.002523687,0.002493209,0.9435255,0.05089014],"study_design_scores_gemma":[0.0002977024,0.00003979259,0.000004052829,0.00006669843,0.00005652229,0.00002546704,0.00009893189,0.0002029292,0.0001893547,0.00006731278,0.9986411,0.0003100858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004318737,0.0004918244,0.001271228,0.0002136614,0.00007772852,0.0001130905,0.0008486059,0.001858034,0.9950826],"genre_scores_gemma":[0.02228138,0.0009159278,0.0002843726,0.0002590862,0.001506976,5.058302e-8,0.009676864,0.02556658,0.9395087],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3125331,"threshold_uncertainty_score":0.9999548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02724671565492246,"score_gpt":0.2339316975917688,"score_spread":0.2066849819368463,"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."}}