{"id":"W4213014152","doi":"10.5623/cig2015-311","title":"BOOK REVIEWS","year":2015,"lang":"en","type":"article","venue":"GEOMATICA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","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":[0.0006577262,0.00008826523,0.0001895588,0.0000370493,0.00002326935,0.00002279561,0.0001535281,0.00002669629,0.001794325],"category_scores_gemma":[0.0005654297,0.00006985737,0.00004392057,0.0001373568,0.00003548725,0.0001330231,0.00004879393,0.00005183037,0.3009159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005065732,"about_ca_system_score_gemma":0.00003723436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005840716,"about_ca_topic_score_gemma":0.000002146586,"domain_scores_codex":[0.9991577,0.00009204926,0.0002265416,0.0001150626,0.0001992146,0.0002094092],"domain_scores_gemma":[0.9992455,0.00002080089,0.00007165367,0.0004331839,0.00004273305,0.0001861612],"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":[0.000002737573,0.00001954185,0.00004798809,0.00001705248,0.000003883113,0.000003237761,0.0002388818,0.00000108765,0.000140514,0.0004417309,0.9979263,0.001157064],"study_design_scores_gemma":[0.0002032906,0.00002121129,0.0001456008,0.00003851357,0.00001534836,0.00001171915,0.00002075037,0.0002171616,0.0001347086,0.00162077,0.9974782,0.00009269337],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009361917,0.10385,0.0008822142,0.002488121,0.0004790481,0.001524628,0.00002601009,0.0009911157,0.880397],"genre_scores_gemma":[0.1239628,0.002408425,0.1882358,0.09052765,0.004065999,0.001828236,0.0003345858,0.00147374,0.5871627],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2991216,"threshold_uncertainty_score":0.9991181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07435081607564359,"score_gpt":0.3080180712761871,"score_spread":0.2336672552005435,"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."}}