{"id":"W4251672596","doi":"10.5623/cig2011-049","title":"Book Reviews","year":2011,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0003273512,0.00009209009,0.0001770723,0.00003974567,0.00003751999,0.000008726791,0.0001742084,0.0000276279,0.02426024],"category_scores_gemma":[0.0001458165,0.00007306028,0.00006051311,0.0001108407,0.0000438822,0.0001218702,0.0000426573,0.00005235296,0.2858662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001798251,"about_ca_system_score_gemma":0.00001103395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001132709,"about_ca_topic_score_gemma":0.000002641631,"domain_scores_codex":[0.9992446,0.00006708384,0.0002376939,0.0001225807,0.0001088444,0.0002192304],"domain_scores_gemma":[0.9993386,0.00001474766,0.00007900863,0.0004675126,0.00001857772,0.00008157381],"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":[0.000004439793,0.00005144915,0.0001479406,0.0000424778,0.000008958601,0.000005933139,0.0008754511,2.176966e-8,0.0005351157,0.001863095,0.9940319,0.002433207],"study_design_scores_gemma":[0.0001043604,0.00002167279,0.002751965,0.00005215705,0.00002384391,0.000009816796,0.00001174391,0.00003636232,0.0009280389,0.002033762,0.9939154,0.0001108137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005438172,0.02233394,0.0004315337,0.0001230702,0.0001534191,0.0007561635,0.00001128904,0.0004788247,0.9702736],"genre_scores_gemma":[0.2404834,0.005251942,0.3611233,0.0575421,0.001571574,0.002037439,0.0001265772,0.00143249,0.3304312],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6398424,"threshold_uncertainty_score":0.9766317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0718525150177855,"score_gpt":0.2646845241689896,"score_spread":0.1928320091512041,"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."}}