{"id":"W4212775239","doi":"10.1029/2021ea002140","title":"Near‐Surface Geophysics Perspectives on Integrated, Coordinated, Open, Networked (ICON) Science","year":2022,"lang":"en","type":"article","venue":"Earth and Space Science","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Interoperability; Icon; Computer science; Data sharing; World Wide Web","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006740465,0.0001247678,0.0001323331,0.00004392175,0.001622534,0.0004785352,0.0007621633,0.00001258066,0.00005551107],"category_scores_gemma":[0.00005550072,0.0001137484,0.00002101703,0.002498733,0.001115953,0.0003789992,0.0003743007,0.00030679,0.00003154621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005209912,"about_ca_system_score_gemma":0.0001710965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001034088,"about_ca_topic_score_gemma":0.000003960141,"domain_scores_codex":[0.9986818,0.00002815137,0.00008639878,0.0004453705,0.0003501443,0.0004081713],"domain_scores_gemma":[0.9993226,0.000057631,0.0000265825,0.0003112446,0.0000871888,0.0001947602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003926754,0.0002383572,0.0007275555,0.0000155225,0.00001394612,0.000007924528,0.005304954,0.2735183,0.2896959,0.3748334,0.0009639452,0.05464091],"study_design_scores_gemma":[0.0008405962,0.0006692967,0.04422717,0.00003840209,0.0000166536,0.00001975185,0.01388518,0.8701611,0.01303497,0.006386576,0.04969408,0.00102626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882324,0.0001073023,0.001376771,0.000474311,0.0001939828,0.0002491451,0.00001171721,0.000103242,0.00925115],"genre_scores_gemma":[0.9873034,0.00002228803,0.01198637,0.00006961011,0.00002548461,0.00002315773,7.84234e-7,0.00000951179,0.000559328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5966428,"threshold_uncertainty_score":0.9996772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180899560121096,"score_gpt":0.2553402860245259,"score_spread":0.2435312904233149,"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."}}