{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01166089,0.0002221624,0.000306542,0.0006401543,0.005552507,0.0005418189,0.001436022,0.0001082133,0.000009004911],"category_scores_gemma":[0.0003835161,0.0002007809,0.000155696,0.003067739,0.003010606,0.001997263,0.000254514,0.0001543999,0.0000254118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001234005,"about_ca_system_score_gemma":0.0001866148,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01368168,"about_ca_topic_score_gemma":0.02097365,"domain_scores_codex":[0.9952656,0.000152687,0.0007716497,0.0004668535,0.001839291,0.001503928],"domain_scores_gemma":[0.9974951,0.0008657755,0.0003717262,0.0003047104,0.0005093366,0.0004533596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001765943,0.00006901768,0.4489413,0.0000146897,0.00002782416,0.0000200618,0.3177932,0.0001157796,0.00005044593,0.1812652,0.0006989448,0.05098587],"study_design_scores_gemma":[0.0004826465,0.0001307226,0.5895538,0.00005722278,0.000009746323,0.00001104034,0.2708865,0.0002758852,0.00006971792,0.00434655,0.1336285,0.0005477334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8542925,0.0002034458,0.112162,0.004042315,0.004439478,0.0005399981,0.00000157516,0.0004939485,0.02382482],"genre_scores_gemma":[0.991194,0.00005262565,0.006636361,0.001365901,0.0004789775,0.00001234722,0.000001150057,0.000004755779,0.0002539304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1769186,"threshold_uncertainty_score":0.9997026,"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."}}