{"id":"W4249189230","doi":"10.5623/cig2012-045","title":"Book Reviews","year":2012,"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":[0.0002815604,0.001064286,0.0007162229,0.002804464,0.001033999,0.003063133,0.0009703758,0.001183096,0.3943765],"category_scores_gemma":[0.001128352,0.0003285592,0.0004402211,0.003527546,0.000521685,0.002149608,0.001334445,0.001505139,0.3137828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074575,"about_ca_system_score_gemma":0.001319096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003524514,"about_ca_topic_score_gemma":0.01067598,"domain_scores_codex":[0.9997004,0.00002541702,0.00000801133,0.00004204135,0.0001963855,0.00002778467],"domain_scores_gemma":[0.9995598,0.0000887243,0.00002555006,0.00005057297,0.0001875669,0.00008786206],"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":[0.000009179545,0.00001297398,0.00004570789,0.0001364656,0.000002089309,0.00002569988,0.00002611336,0.00007901419,0.0001673541,0.003828862,0.8614629,0.1342037],"study_design_scores_gemma":[0.000001057244,0.000002543658,0.00005485513,0.0000440338,9.999854e-7,0.00002463791,0.00001326413,0.0000138147,0.00002750524,0.0006042186,0.9992117,0.000001343997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0005651339,0.07302713,0.001761689,0.006485799,0.0142986,0.00005762713,0.0007544697,0.0006489406,0.9024006],"genre_scores_gemma":[0.0008334236,0.01502514,0.0004754038,0.0009342491,0.00157569,0.00001564832,0.0003581353,0.0001627216,0.9806197],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6056235,"threshold_uncertainty_score":0.8638484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.033035963692572,"score_gpt":0.2919426072724035,"score_spread":0.2589066435798315,"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."}}