{"id":"W4250724865","doi":"10.1080/09503110701582009","title":"Book Reviews","year":2007,"lang":"en","type":"article","venue":"Al-Masāq","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001332198,0.0001616776,0.0002428862,0.00008767242,0.00006817323,0.00002091103,0.0002200501,0.00005490382,0.003505627],"category_scores_gemma":[0.0001682849,0.0001428306,0.0001145875,0.0002997681,0.00006295542,0.0001994821,0.00005959496,0.0001539734,0.1402142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000989434,"about_ca_system_score_gemma":0.00001949298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000276413,"about_ca_topic_score_gemma":0.0000530071,"domain_scores_codex":[0.9986433,0.000061977,0.0003457379,0.0002681575,0.0002300191,0.0004508414],"domain_scores_gemma":[0.9990577,0.00006873697,0.0001213019,0.0005602076,0.00003690664,0.0001552162],"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":[0.00001356442,0.00003561478,0.0007169346,0.000009152211,0.00001169729,0.0000276964,0.0000921114,6.06874e-7,0.01107697,0.00032612,0.9799991,0.007690498],"study_design_scores_gemma":[0.0002355292,0.00002620734,0.002290271,0.00003992755,0.00002017248,0.00001188208,0.00001262131,0.000008594805,0.004829194,0.00006706238,0.9922787,0.0001798314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02228054,0.263917,0.0007597972,0.002479988,0.001166887,0.001786055,0.00004235551,0.001024882,0.7065425],"genre_scores_gemma":[0.2121785,0.01537704,0.01814287,0.2929465,0.003985554,0.0002416636,0.0002948629,0.001492163,0.4553408],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2904665,"threshold_uncertainty_score":0.9974053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03125519726304125,"score_gpt":0.3280094006742622,"score_spread":0.2967542034112209,"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."}}