{"id":"W7094658379","doi":"","title":"Book Reviews","year":2020,"lang":"","type":"other","venue":"Human Biology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Wright; State (computer science); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0005777367,0.001432758,0.003280722,0.0004935457,0.0002502273,0.00004137142,0.001521576,0.001995708,0.7425551],"category_scores_gemma":[0.0002384924,0.001307123,0.0008014072,0.0003550976,0.001566548,0.00004079269,0.0006341891,0.001359586,0.7565162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002096693,"about_ca_system_score_gemma":0.0001295482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003568696,"about_ca_topic_score_gemma":0.00008783805,"domain_scores_codex":[0.9925293,0.002360882,0.001580179,0.002182252,0.0001244075,0.001222945],"domain_scores_gemma":[0.995814,0.00006134428,0.001924094,0.001712847,0.00004148807,0.0004461759],"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":[0.00002419194,0.00008735451,0.0001021386,0.0003388497,0.0002672992,0.00003247822,0.0001424624,1.307179e-8,0.02732961,0.01011496,0.9594808,0.002079905],"study_design_scores_gemma":[0.0006992886,0.0007475135,0.00007809945,0.0005072445,0.0002871579,0.00002010943,0.000003787255,0.000001081939,0.00005540206,0.0005324331,0.9958535,0.001214377],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001863404,0.4271462,0.00001546834,0.0002485075,0.0007603957,0.001610722,0.0002844594,0.0002139691,0.5697184],"genre_scores_gemma":[0.00003291553,0.05211655,0.0002133775,0.01845667,0.005279018,0.0002143883,0.00131274,0.002124082,0.9202502],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3750297,"threshold_uncertainty_score":0.9998422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09175973143489628,"score_gpt":0.3530592439228363,"score_spread":0.26129951248794,"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."}}