{"id":"W7095384439","doi":"","title":"OUTREACH Geoscape: Lessons Learned from 15 Years of","year":2016,"lang":"en","type":"article","venue":"","topic":"Legal and Constitutional Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Geological survey; Climate change; Term (time)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006977963,0.00005205704,0.0001752332,0.00004110292,0.00002926753,0.000007606321,0.0000962729,0.00003381736,0.001388998],"category_scores_gemma":[0.00005855392,0.00004087999,0.00006508038,0.00005492192,0.00008513756,0.00008065069,0.00005042945,0.00002581938,0.001577109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000207212,"about_ca_system_score_gemma":0.000009755171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001700778,"about_ca_topic_score_gemma":0.00009890988,"domain_scores_codex":[0.9994938,0.000002882984,0.0002070315,0.0001729985,0.00001993452,0.0001033195],"domain_scores_gemma":[0.9996978,0.00005690267,0.00007965353,0.0001253743,0.00001420818,0.00002603617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006448698,0.00003580178,0.05093525,0.000001333545,0.000056222,9.428775e-7,0.0000524758,6.113431e-7,0.000162544,0.9222326,0.00173891,0.02477689],"study_design_scores_gemma":[0.0006490024,0.00002399551,0.2804992,0.00001330986,0.000005217904,3.834716e-7,0.00003808907,0.00001043692,0.0004577205,0.2670648,0.4510696,0.0001681961],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5610089,0.00332913,0.004327727,0.01635095,0.0004027544,0.0000841975,0.0008891511,0.00005411212,0.4135531],"genre_scores_gemma":[0.9900304,0.0004065609,0.0002620987,0.0001111933,0.00004985179,0.000004539238,0.00000321713,0.000003921951,0.009128195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6551677,"threshold_uncertainty_score":0.9995239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08637819811235493,"score_gpt":0.241869960040386,"score_spread":0.155491761928031,"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."}}