{"id":"W4251118493","doi":"10.1300/j118v22n04_12","title":"BOOK REVIEWS","year":2003,"lang":"en","type":"article","venue":"Public Library Quarterly","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Prevention of Organ Failure","funders":"","keywords":"Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004622476,0.000296118,0.000379633,0.0002714978,0.0001190932,0.0005571105,0.0005139225,0.00009749175,0.02743378],"category_scores_gemma":[0.00008177559,0.0002581849,0.0001951607,0.0008726746,0.00008448506,0.00919656,0.0000171615,0.0002315515,0.0533701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002646224,"about_ca_system_score_gemma":0.0001789374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001471405,"about_ca_topic_score_gemma":6.086137e-7,"domain_scores_codex":[0.997297,0.0006848502,0.0005505987,0.0004790428,0.0002802258,0.0007082881],"domain_scores_gemma":[0.9983724,0.0000625908,0.0001897747,0.0009277688,0.00002189281,0.0004256015],"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":[0.000004279815,0.0001082272,0.001185237,0.00002227033,0.00001655483,0.000010174,0.0003653588,1.760581e-8,0.0001659949,0.05869637,0.9285119,0.01091361],"study_design_scores_gemma":[0.0004023007,0.0001918736,0.0004916366,0.00001718989,0.00000915332,0.00003409466,0.00007387092,0.00001089586,0.0002026801,0.003227118,0.9950157,0.0003235101],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005306272,0.09629909,0.0002653468,0.00892785,0.0008435186,0.001400278,0.00007274625,0.002548791,0.8843361],"genre_scores_gemma":[0.2292417,0.00192924,0.01910421,0.120544,0.002245805,0.001746709,0.0009291871,0.001909531,0.6223497],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2619864,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327786604819915,"score_gpt":0.2281433631825869,"score_spread":0.2048654971343877,"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."}}