{"id":"W7084602729","doi":"10.5281/zenodo.17260665","title":"tripal/tripal: Release v4.0.0-alpha3","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Healthcare Facilities Design and Sustainability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"SQL; Field (mathematics); Set (abstract data type); Class (philosophy); Sequence (biology); Feature (linguistics); Synonym (taxonomy); Function (biology)","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002013125,0.0002532489,0.0003459404,0.0005318026,0.003162819,0.0007118165,0.001506223,0.0004185789,0.1141118],"category_scores_gemma":[0.0050773,0.0002858622,0.0001309221,0.0009556097,0.000615298,0.0001239669,0.0006706789,0.0005980334,0.008390262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008353163,"about_ca_system_score_gemma":0.0001404983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004251792,"about_ca_topic_score_gemma":0.00006479344,"domain_scores_codex":[0.9952199,0.002188939,0.0003673964,0.0006878548,0.0007456728,0.0007902759],"domain_scores_gemma":[0.9977384,0.00008339562,0.0001639359,0.0007608294,0.0007932624,0.0004602335],"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":[0.00003283792,0.00007610051,0.000001807997,0.000249929,0.00003177365,0.00001943782,0.0025322,5.732746e-7,0.000002385252,0.02750173,0.8599803,0.1095709],"study_design_scores_gemma":[0.0003134659,0.00008218389,0.00002592552,0.00009080724,0.00001662275,0.000002629286,0.003822451,0.000008129698,0.000002196612,0.0006476759,0.9947293,0.0002585881],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003467678,0.0004793297,0.001108519,0.003238851,0.0003850194,0.001218915,0.0007263013,0.002544615,0.9902638],"genre_scores_gemma":[0.00665524,0.0009544238,0.0001081064,0.0004866699,0.0005792896,1.558524e-7,0.001144601,0.003501217,0.9865703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.134749,"threshold_uncertainty_score":0.9999593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04453505155063402,"score_gpt":0.314977295127196,"score_spread":0.270442243576562,"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."}}