{"id":"W3023698480","doi":"10.1016/j.artint.2010.12.004","title":"Book review","year":2011,"lang":"en","type":"article","venue":"Artificial Intelligence","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004615146,0.0001645614,0.0002090512,0.00006739805,0.00008836847,0.00001694902,0.0004185378,0.00004635832,0.03646312],"category_scores_gemma":[0.0002788549,0.0001540485,0.0001038206,0.0004639052,0.0001797612,0.0002755634,0.00007296322,0.0001516179,0.1250019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003635366,"about_ca_system_score_gemma":0.00003864532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001028893,"about_ca_topic_score_gemma":0.00003042745,"domain_scores_codex":[0.9984802,0.00008245114,0.0004889577,0.0003349221,0.0002468484,0.0003665911],"domain_scores_gemma":[0.9990286,0.00004375566,0.0001151575,0.0005440307,0.0001353751,0.0001331362],"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":[0.00006535533,0.000345417,0.00007210004,0.0002140556,0.00003349867,0.0000650043,0.001117196,0.000002880981,0.003667884,0.08990139,0.7759675,0.1285477],"study_design_scores_gemma":[0.000006668421,0.00009838049,0.00008090864,0.0006426906,0.00005741507,0.0000205226,0.00008099929,0.0002175643,0.2927399,0.02392162,0.6817394,0.0003939301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0008736773,0.7599041,0.02655579,0.001529227,0.001184937,0.001576348,0.00003504054,0.001285929,0.2070549],"genre_scores_gemma":[0.6066549,0.127292,0.01220582,0.2306305,0.001307151,0.0006087609,0.00005758645,0.0007234605,0.02051978],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.6326121,"threshold_uncertainty_score":0.9644177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1835049871033256,"score_gpt":0.3470301929662967,"score_spread":0.1635252058629711,"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."}}