{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000282994,0.001065778,0.0007188442,0.002793997,0.001061712,0.003078024,0.000959692,0.001175881,0.4056951],"category_scores_gemma":[0.001090023,0.0003392046,0.0004397534,0.003484192,0.0005260607,0.0021307,0.00134135,0.001538677,0.3304922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001113443,"about_ca_system_score_gemma":0.001355524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003825389,"about_ca_topic_score_gemma":0.01148139,"domain_scores_codex":[0.9996976,0.00002510445,0.000007821756,0.00004234059,0.0001997113,0.00002745146],"domain_scores_gemma":[0.9995626,0.00008541447,0.00002457399,0.00005114524,0.000190026,0.00008628114],"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":[0.000009034963,0.00001291947,0.0000455046,0.0001303875,0.000002024251,0.00002541435,0.0000249112,0.00007774344,0.0001679576,0.003750709,0.8656392,0.1301142],"study_design_scores_gemma":[0.000001067468,0.000002566497,0.0000556579,0.00004315923,0.000001014803,0.00002466478,0.00001278112,0.00001411459,0.0000277425,0.0005709724,0.999245,0.000001317478],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005278699,0.06606197,0.001620885,0.005974565,0.01286646,0.0000581815,0.0007402418,0.0006153241,0.9115344],"genre_scores_gemma":[0.0007669356,0.01379715,0.0004239714,0.0008393158,0.001350551,0.00001496415,0.0003442979,0.0001455397,0.9823173],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5943049,"threshold_uncertainty_score":0.8477038,"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."}}