{"id":"W196364962","doi":"10.1007/978-3-662-03237-4_16","title":"Future Research Trends","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Fluvial; Earth science; Engineering ethics; Geography; Computer science; Geology; Engineering; Paleontology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004420867,0.0006752901,0.0009625023,0.001870746,0.001241692,0.005161138,0.00144062,0.003065965,0.1514193],"category_scores_gemma":[0.004230489,0.0002417114,0.0006960601,0.002726852,0.001868813,0.0090223,0.001861104,0.003427507,0.04062178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002690913,"about_ca_system_score_gemma":0.007526835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002723884,"about_ca_topic_score_gemma":0.00650106,"domain_scores_codex":[0.9986884,0.0002870885,0.00008457025,0.0002438441,0.0004912557,0.0002049052],"domain_scores_gemma":[0.9965892,0.0007431402,0.0001452132,0.0001927512,0.001368294,0.0009614482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007385803,0.00008198503,0.0003613248,0.0008421075,0.00001290995,0.00006329159,0.0002221194,0.0001483462,0.000512626,0.07619879,0.5149577,0.406525],"study_design_scores_gemma":[0.000009192235,0.00002804205,0.0003418482,0.0004777477,0.000008760348,0.00008261958,0.0004404816,0.00007623171,0.00006822804,0.02272863,0.9757321,0.000006114863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001562824,0.2967308,0.003963795,0.2583191,0.04868302,0.00006994081,0.001272566,0.000420667,0.3889772],"genre_scores_gemma":[0.02168634,0.4281128,0.01291769,0.07182861,0.029216,0.000259429,0.002556089,0.0002623599,0.4331606],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1514193,"threshold_uncertainty_score":0.5065482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05563772859146043,"score_gpt":0.271242890445657,"score_spread":0.2156051618541966,"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."}}