{"id":"W4240010381","doi":"10.14430/arctic326","title":"Books Received","year":2009,"lang":"en","type":"article","venue":"ARCTIC","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":[0.0002470816,0.001737871,0.001463195,0.002967458,0.002668495,0.005511344,0.001017296,0.001404213,0.8391643],"category_scores_gemma":[0.001128188,0.0007062602,0.000741003,0.003729159,0.0005600058,0.002219966,0.001741024,0.001663113,0.8135784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082038,"about_ca_system_score_gemma":0.001369043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009963192,"about_ca_topic_score_gemma":0.0366764,"domain_scores_codex":[0.9997965,0.00001630091,0.000006654971,0.0000470104,0.00009564518,0.00003797231],"domain_scores_gemma":[0.9995974,0.00006985584,0.00001201373,0.00003642052,0.0001562131,0.0001281259],"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":[0.00005847849,0.0000500698,0.0001878987,0.0001806449,0.000008534278,0.0001062198,0.00006734711,0.0001434275,0.000316316,0.003265867,0.9067283,0.08888701],"study_design_scores_gemma":[0.00001078923,0.00001875447,0.0005188817,0.0001632051,0.000007213282,0.00007007089,0.00007430792,0.00005592087,0.0001367933,0.0007306723,0.9982066,0.00000677916],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005242494,0.001804345,0.00014429,0.0003276507,0.001230257,0.00002925051,0.001313549,0.0003613953,0.9942649],"genre_scores_gemma":[0.0004180655,0.0007187424,0.00008262567,0.00006903047,0.00006266646,0.000004593877,0.000358907,0.0001217303,0.9981636],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1608357,"threshold_uncertainty_score":0.2294126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849685876534124,"score_gpt":0.2598925341092129,"score_spread":0.2413956753438716,"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."}}