{"id":"W2129002247","doi":"10.1144/sp305.1","title":"Communicating environmental geoscience: introduction","year":2008,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Newfoundland and Labrador","funders":"","keywords":"Earth science; Astrobiology; Geology; Environmental science; Computer science; Biology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003854028,0.000147887,0.0002001258,0.0000400856,0.001472882,0.00006023164,0.0005555192,0.0001553713,0.01856894],"category_scores_gemma":[0.0001807141,0.0001131965,0.0002533394,0.0005788183,0.0007049227,0.0002744863,0.00007140746,0.0003599346,0.001113864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000157696,"about_ca_system_score_gemma":0.00002984532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003674024,"about_ca_topic_score_gemma":0.0001399654,"domain_scores_codex":[0.998329,0.0001054982,0.0003209394,0.000463107,0.0003633428,0.0004181025],"domain_scores_gemma":[0.9991042,0.0001217909,0.0001180003,0.0004195819,0.00004466448,0.0001917409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009102029,0.0002176302,0.9097827,0.00000209825,0.0000357683,0.000001781741,0.000471057,0.009458596,0.00006537996,0.001466929,0.04568664,0.03280233],"study_design_scores_gemma":[0.0001484211,0.00006328702,0.7439898,7.147496e-7,0.00001410271,0.00003258982,0.0002413954,0.02785117,0.000006554902,0.001440787,0.2260193,0.0001919389],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520757,0.0003965389,0.004757785,0.02652181,0.0002824208,0.0001851434,0.0000665087,0.00025259,0.01546151],"genre_scores_gemma":[0.9842053,0.0007238414,0.008500898,0.000834908,0.002579711,0.000006093881,0.0006490459,0.000002173347,0.00249801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1803326,"threshold_uncertainty_score":0.9998271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0276602996315376,"score_gpt":0.2151584893300195,"score_spread":0.1874981896984819,"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."}}