{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00100922,0.001012643,0.0009823439,0.00143579,0.001265983,0.002751223,0.0042826,0.001283887,0.1653222],"category_scores_gemma":[0.004226347,0.001180233,0.001587557,0.002827824,0.0005036941,0.003374654,0.002449125,0.002185129,0.0741725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005771465,"about_ca_system_score_gemma":0.01096728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3148178,"about_ca_topic_score_gemma":0.3451074,"domain_scores_codex":[0.9993267,0.00005925954,0.00004425865,0.0001118145,0.0003680514,0.00008983057],"domain_scores_gemma":[0.9986145,0.0001412105,0.00004672107,0.0003822852,0.0006766759,0.0001386301],"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":[0.00007075356,0.00001915387,0.001362312,0.0003356982,0.0000480669,0.00007636173,0.0001900218,0.0153983,0.001457381,0.0406963,0.8929703,0.04737524],"study_design_scores_gemma":[0.00004643939,0.000007996205,0.0007263921,0.00007978088,0.0000163758,0.00004655739,0.00005251213,0.02661766,0.001044894,0.01282405,0.9584761,0.00006119211],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.003673721,0.0007342153,0.2820246,0.001430678,0.0009046304,0.0003271619,0.3125325,0.2452968,0.1530757],"genre_scores_gemma":[0.0464418,0.001716313,0.3147171,0.001057023,0.0002330883,0.001066829,0.385653,0.1531914,0.09592337],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.6851822,"threshold_uncertainty_score":0.6259707,"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."}}