{"id":"W2061013024","doi":"10.1080/20025891107249","title":"Perspective on Site Characterization and Field Sampling at East Coast Canadian Lightstation Sites","year":2002,"lang":"en","type":"article","venue":"Soil and Sediment Contamination An International Journal","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Sampling (signal processing); Perspective (graphical); East coast; Geography; Field (mathematics); Archaeology; Physical geography; Engineering; Art; Mathematics; Telecommunications","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001520019,0.00008634803,0.00007816765,0.0002127636,0.0003227562,0.0002096081,0.00006724452,0.00004770514,0.001353819],"category_scores_gemma":[0.00005508256,0.00007044811,0.00002590045,0.0000499323,0.00002043767,0.0003377741,0.00000615733,0.0001114109,0.00004239899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004811909,"about_ca_system_score_gemma":0.00001114648,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007143858,"about_ca_topic_score_gemma":0.06500226,"domain_scores_codex":[0.9992596,0.00004843348,0.000152733,0.0001692478,0.0002477776,0.0001222302],"domain_scores_gemma":[0.9994305,0.00004166812,0.00008798987,0.00003602379,0.0002107916,0.0001930297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009326818,0.00006637374,0.6224241,0.000003575136,0.0001072373,0.00003897839,0.007492232,0.002897681,0.0006459191,0.001169821,0.0001533023,0.3649076],"study_design_scores_gemma":[0.0005575385,0.0003710713,0.6657156,0.00002728364,0.00002331625,0.00007976485,0.0009716767,0.3282314,0.00006810536,0.0003619972,0.003426181,0.0001660844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897184,0.00007637937,0.001234226,0.00743657,0.0002322806,0.00003678199,0.00005122154,0.00001096321,0.00120319],"genre_scores_gemma":[0.9969661,0.0003267563,0.00008056483,0.001389954,0.0002423228,4.997144e-7,0.0003054116,0.00000180477,0.0006865427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3647415,"threshold_uncertainty_score":0.9995591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480223208239634,"score_gpt":0.235395666425432,"score_spread":0.2105934343430357,"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."}}