{"id":"W4221066895","doi":"10.5194/egusphere-egu22-10565","title":"Initiation of an international database of geoelectrical surveys on permafrost to promote data sharing, survey repetition and standardized data reprocessing&amp;#160;","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Permafrost; Metadata; Electrical resistivity tomography; Government (linguistics); Database; Environmental science; Earth science; Physical geography; Computer science; Environmental resource management; Geology; Geography; Electrical resistivity and conductivity; Engineering; World Wide Web; Oceanography","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.004272529,0.0006422226,0.001024803,0.0111132,0.0008832983,0.002894392,0.001925205,0.0009108885,0.01328507],"category_scores_gemma":[0.0108186,0.0003717019,0.0006743582,0.01879589,0.0004756865,0.003547995,0.003035266,0.001640317,0.007213503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590124,"about_ca_system_score_gemma":0.005558105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0166276,"about_ca_topic_score_gemma":0.01904011,"domain_scores_codex":[0.9971973,0.000424584,0.0006560126,0.0006116075,0.0008710216,0.0002395804],"domain_scores_gemma":[0.9836398,0.002315761,0.002128368,0.003873886,0.006705498,0.001336709],"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":[0.0004141217,0.000226111,0.0741039,0.00258597,0.0001988934,0.0003301207,0.001658083,0.00407373,0.006458695,0.03133303,0.5037959,0.3748214],"study_design_scores_gemma":[0.00003681269,0.00002950846,0.06873515,0.0003777294,0.00004104329,0.000146474,0.0005969201,0.001959244,0.003271999,0.003311167,0.9214404,0.00005361489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.02039227,0.001118654,0.05679655,0.00105545,0.000387748,0.0007969545,0.8706035,0.004964301,0.04388461],"genre_scores_gemma":[0.0220348,0.0005387772,0.05517873,0.0002854912,0.00006899841,0.0008906079,0.9153455,0.000563216,0.005093841],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9980748,"threshold_uncertainty_score":0.04444301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2548628667915102,"score_gpt":0.3812941630111837,"score_spread":0.1264312962196735,"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."}}