{"id":"W100055074","doi":"10.1016/j.artint.2009.11.005","title":"Book review","year":2009,"lang":"en","type":"article","venue":"Artificial Intelligence","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005316057,0.0007291061,0.0008074486,0.002882506,0.0009510249,0.003277581,0.001085251,0.001421507,0.3319177],"category_scores_gemma":[0.002499844,0.0003134431,0.0004410967,0.003423874,0.0005171953,0.002044212,0.001266043,0.001935926,0.3009543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001288125,"about_ca_system_score_gemma":0.002407811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003127119,"about_ca_topic_score_gemma":0.009021865,"domain_scores_codex":[0.9995579,0.00003886997,0.00001332353,0.00005314223,0.0002981827,0.00003855303],"domain_scores_gemma":[0.9987916,0.0002406161,0.0000606079,0.00009097907,0.0005645774,0.0002515384],"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":[0.000006731767,0.000009615133,0.00002768082,0.0001157953,0.000001918938,0.00001534353,0.000008498478,0.00003123532,0.0000607267,0.00139842,0.9101158,0.08820833],"study_design_scores_gemma":[0.000001860506,0.000003436842,0.00006521442,0.00006933683,0.000001630873,0.00002899948,0.000008365089,0.00001134001,0.00002056067,0.0003978795,0.9993899,0.000001490575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0005235533,0.1603777,0.002080188,0.02489001,0.03865773,0.0001492271,0.001120234,0.0006785989,0.7715229],"genre_scores_gemma":[0.0009911949,0.03298847,0.0004842947,0.003476786,0.003980312,0.00003651972,0.0004806068,0.0001264939,0.9574353],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3319177,"threshold_uncertainty_score":0.9529383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07495265727052909,"score_gpt":0.3607993345522759,"score_spread":0.2858466772817468,"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."}}