{"id":"W7081907739","doi":"10.1016/j.jii.2025.100957","title":"Special issue on “Industrial information integration in space informatics”","year":2025,"lang":"en","type":"article","venue":"Journal of Industrial Information Integration","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Space (punctuation); Information integration; Information space; System integration; Data integration; Information system","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":[],"consensus_categories":[],"category_scores_codex":[0.001868919,0.0002580893,0.0003771698,0.001445166,0.0001484321,0.0007271669,0.0007104042,0.000517427,0.0001207201],"category_scores_gemma":[0.003587799,0.0002145072,0.0001458446,0.001433354,0.0000438349,0.01196746,0.00009318486,0.001220039,0.0001218589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004599686,"about_ca_system_score_gemma":0.0005637927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003893839,"about_ca_topic_score_gemma":0.00001057584,"domain_scores_codex":[0.9964591,0.0001365083,0.002398822,0.00008502423,0.0006483216,0.0002722818],"domain_scores_gemma":[0.9965668,0.0002073684,0.001808487,0.0003057143,0.001020187,0.00009142139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003845562,0.00006851598,0.0002505939,0.00001868793,0.00002612162,0.000001722499,0.005105545,0.007921197,0.0000427473,0.07975162,0.247356,0.6590727],"study_design_scores_gemma":[0.005393995,0.0006776152,0.0003068658,0.001156944,0.00002456126,0.00004113772,0.006684408,0.04433857,0.01478015,0.004961145,0.9212455,0.0003891621],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01309517,0.000008043379,0.4476273,0.02506989,0.01607948,0.001208946,0.00001772571,0.0001258718,0.4967675],"genre_scores_gemma":[0.9590746,0.0000948571,0.01294952,0.005549524,0.01951818,0.00007674994,0.0004193292,0.00000961995,0.002307622],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9459794,"threshold_uncertainty_score":0.8747351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02713728055592448,"score_gpt":0.254862235800458,"score_spread":0.2277249552445335,"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."}}