{"id":"W2401356464","doi":"10.1016/j.cageo.2007.01.001","title":"","year":2007,"lang":"en","type":"article","venue":"Computers & Geosciences","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geology; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004587723,0.0007881089,0.0004262968,0.001358067,0.0007036297,0.003049577,0.0009049925,0.0009648041,0.4749213],"category_scores_gemma":[0.00238664,0.0002342997,0.0002651805,0.001403784,0.0005262094,0.002371073,0.001503147,0.0008316629,0.4417971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004542271,"about_ca_system_score_gemma":0.000949953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001094356,"about_ca_topic_score_gemma":0.001283306,"domain_scores_codex":[0.9995074,0.00005139961,0.00002206891,0.0001231514,0.000250793,0.00004510987],"domain_scores_gemma":[0.998694,0.0001602102,0.00003208332,0.0004927397,0.0004657258,0.0001552707],"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":[0.00006635595,0.00007129703,0.0004246398,0.0001306363,0.000008068859,0.00005694751,0.00007039942,0.0003733037,0.004149684,0.0255573,0.4553983,0.513693],"study_design_scores_gemma":[0.00001403567,0.00001758543,0.0004886263,0.00004948814,0.000007734036,0.0001511262,0.00005858038,0.001479839,0.003056078,0.01269569,0.9819729,0.000008354787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00265485,0.001144443,0.0643143,0.002751261,0.001838666,0.0002098246,0.003160436,0.01105378,0.9128724],"genre_scores_gemma":[0.02346915,0.001237326,0.01777257,0.0008329323,0.0005012979,0.0001250587,0.004822783,0.00107994,0.9501589],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5250787,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273682293390058,"score_gpt":0.3085394037931866,"score_spread":0.2858025808592861,"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."}}