{"id":"W4281682360","doi":"10.1002/ppp.2156","title":"Investigations of polygonal patterned ground in continuous Antarctic permafrost by means of ground penetrating radar and electrical resistivity tomography: Some unexpected correlations","year":2022,"lang":"en","type":"article","venue":"Permafrost and Periglacial Processes","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Geology; Ground-penetrating radar; Permafrost; Geomorphology; Polygon (computer graphics); Shore; Trench; Holocene; Lithology; Paleontology; Radar; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002794238,0.0002358658,0.0004222829,0.0002614309,0.0005791747,0.0000787422,0.000163627,0.00008093436,0.001172162],"category_scores_gemma":[0.0001258205,0.0002371497,0.00004954154,0.0009853948,0.0004578211,0.0004432357,0.00005126799,0.0003190328,9.552806e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001294755,"about_ca_system_score_gemma":0.0001863234,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0127174,"about_ca_topic_score_gemma":0.02301162,"domain_scores_codex":[0.9981613,0.0001776471,0.000511876,0.0003979963,0.0003951545,0.0003560075],"domain_scores_gemma":[0.9989247,0.0004550506,0.0002376277,0.0001212435,0.0001156494,0.0001457629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000177875,0.0001041509,0.9763585,0.0002430161,0.00002100556,0.000007751605,0.005486261,0.000018926,0.01686005,0.00006649943,0.00006689342,0.0005890429],"study_design_scores_gemma":[0.0007134257,0.0003421656,0.9939187,0.00004574898,0.00004713234,0.00004887877,0.002542027,0.00103737,0.0002577332,0.0004351137,0.0003242701,0.0002874317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733747,0.005933406,0.000004494964,0.0001878407,0.0001018952,0.0002774787,0.01988067,0.00002021944,0.0002192791],"genre_scores_gemma":[0.9911395,0.000529356,0.00003706942,0.0001609082,0.00008582923,0.00001451528,0.007983313,0.00001033264,0.00003917454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01776478,"threshold_uncertainty_score":0.9997409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01887439787666553,"score_gpt":0.2309660999539518,"score_spread":0.2120917020772863,"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."}}