{"id":"W2354031718","doi":"10.1088/1755-1315/34/1/012002","title":"Laying the foundation for a digital Nova Scotia","year":2016,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Nova Scotia","funders":"","keywords":"Nova scotia; Nova (rocket); Global Positioning System; Geography; Automation; Computer science; Cartography; Engineering; Telecommunications; Aeronautics; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000112299,0.00007808936,0.00005142617,0.00002567159,0.0003733415,0.0003162863,0.0004549177,0.00001398041,0.00001760864],"category_scores_gemma":[0.00002011327,0.00004571126,0.00001781102,0.0001322125,0.0007089865,0.001758128,0.0002141095,0.00002710371,0.0000263051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001902165,"about_ca_system_score_gemma":0.00004083178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003929779,"about_ca_topic_score_gemma":0.000004742283,"domain_scores_codex":[0.9992243,0.000004511786,0.00009895451,0.000296718,0.0001807084,0.0001947978],"domain_scores_gemma":[0.999594,0.00006086865,0.00004986343,0.0002110639,0.00001706824,0.00006718711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006641765,0.00002019732,0.0005612112,0.000002538375,0.000002201536,3.558295e-7,0.0001764653,0.00002117064,0.1333289,0.3056967,0.00001736375,0.5601662],"study_design_scores_gemma":[0.001350783,0.001019457,0.1340982,0.0001317449,0.00001347312,0.0002346917,0.001040312,0.01882969,0.3720838,0.3397767,0.1300486,0.001372579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2469885,0.000009755762,0.7492481,0.002884549,0.0000481329,0.0002077207,0.00001303273,0.00004693488,0.000553301],"genre_scores_gemma":[0.9736183,0.00002440913,0.02591182,0.0001458955,0.00001835879,0.00002017326,0.000002756548,0.000002575923,0.0002557058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7266299,"threshold_uncertainty_score":0.3049956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02044918584016215,"score_gpt":0.2467697819955481,"score_spread":0.2263205961553859,"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."}}