{"id":"W6893577439","doi":"10.5281/zenodo.3525249","title":"Singularity software container for the Canadian Land Surface Scheme including Biogeochemical Cycles (CLASSIC)","year":2019,"lang":"en","type":"other","venue":"Figshare","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Container (type theory); Software; Singularity; Codebase; Directory; Fork (system call); Code (set theory); Source code; Workflow","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001402847,0.0006173303,0.0005802891,0.0002067381,0.0003624572,0.0002755225,0.0009461255,0.001081265,0.1081888],"category_scores_gemma":[0.003173544,0.0004881278,0.0002749677,0.0002574339,0.00004344595,0.00006664827,0.0003050634,0.0006396539,0.02233309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007482762,"about_ca_system_score_gemma":0.001197413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1070467,"about_ca_topic_score_gemma":0.6679021,"domain_scores_codex":[0.9976079,0.00005621824,0.000254676,0.0007218821,0.0004321735,0.0009271217],"domain_scores_gemma":[0.997641,0.0004559621,0.0003520852,0.0009711472,0.000232926,0.00034694],"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":[0.0000118875,0.00001350684,0.001323453,0.0004712962,0.0001899535,0.00001146395,0.00002559325,0.000004746564,0.00006124801,0.00001358646,0.9977868,0.00008645224],"study_design_scores_gemma":[0.0006027916,0.0000123131,0.0001849688,0.00388856,0.0000614125,0.000007382249,0.0000129724,0.000287604,0.000184317,0.00003525555,0.9940329,0.0006894852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00002309978,0.004082649,0.00000176758,0.0002576335,0.0001499709,0.001972579,0.9472896,0.0005506371,0.04567209],"genre_scores_gemma":[0.00249524,0.000003495,0.00200724,0.0005338482,0.001380808,0.0004039859,0.8054589,0.003159413,0.1845571],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5608554,"threshold_uncertainty_score":0.9997571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08573774732868462,"score_gpt":0.3066646429448283,"score_spread":0.2209268956161436,"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."}}