{"id":"W4254805990","doi":"10.1007/978-1-4020-5717-5_14","title":"Case Studies","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":[0.001664297,0.0005974811,0.0003365837,0.002481283,0.002083477,0.00229925,0.001687976,0.001898169,0.07275973],"category_scores_gemma":[0.00573646,0.0001922788,0.0007136355,0.00387278,0.0008150234,0.001182652,0.001873893,0.0009552813,0.00998877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001786453,"about_ca_system_score_gemma":0.001660299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008910335,"about_ca_topic_score_gemma":0.01706916,"domain_scores_codex":[0.9982911,0.0006724636,0.00008866155,0.0001919331,0.0004335431,0.000322365],"domain_scores_gemma":[0.9983631,0.0007075036,0.0001371992,0.0002309562,0.00029153,0.0002695994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001382075,0.002814564,0.01529757,0.002239081,0.0001517168,0.03221725,0.005157161,0.007595889,0.003394836,0.153009,0.3147706,0.4619703],"study_design_scores_gemma":[0.0001388541,0.0003096937,0.00586455,0.0006480315,0.00005346245,0.009858786,0.005817302,0.001291978,0.001701385,0.01667451,0.9576077,0.000033789],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1202285,0.006556863,0.01403348,0.004917924,0.0007077351,0.001912152,0.005619226,0.0002379849,0.8457861],"genre_scores_gemma":[0.5378993,0.01128808,0.02546762,0.002557626,0.0002867359,0.001797441,0.008527448,0.000284063,0.4118917],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07275973,"threshold_uncertainty_score":0.2434055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04093495663862043,"score_gpt":0.2506186834992806,"score_spread":0.2096837268606601,"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."}}