{"id":"W4220817579","doi":"10.1016/j.jum.2022.03.002","title":"Book Review","year":2022,"lang":"en","type":"article","venue":"Journal of Urban Management","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine","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":[],"category_scores_codex":[0.001260834,0.00005553939,0.0001422401,0.00009751791,0.0003663812,0.00001849448,0.0003638584,0.000009117764,0.008338245],"category_scores_gemma":[0.00002496434,0.00004770284,0.0001007453,0.000189047,0.00003441168,0.0001312428,0.0001224195,0.0001472167,0.00002869479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989554,"about_ca_system_score_gemma":0.00007119829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004825497,"about_ca_topic_score_gemma":0.000001963336,"domain_scores_codex":[0.9985964,0.0001761046,0.0002788229,0.0000675179,0.0007247464,0.0001563645],"domain_scores_gemma":[0.9995143,0.00002002818,0.0002362517,0.00007829926,0.00004662335,0.0001044781],"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":[0.000005087022,0.0000422243,0.00005368277,0.00007589466,0.00005403895,0.00008192904,0.0009291275,0.000002308537,4.316972e-7,0.006898582,0.9864972,0.005359527],"study_design_scores_gemma":[0.0001432275,0.00004675181,0.0002999983,0.0001398668,0.0000410836,0.000004476163,0.001816885,3.0104e-7,5.718412e-7,0.0002178896,0.997225,0.00006394643],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005099707,0.7105779,0.00003040112,0.09299558,0.001059126,0.0002553964,7.727147e-7,0.00001812883,0.1950117],"genre_scores_gemma":[0.003520624,0.5950432,0.0004619189,0.0672498,0.0004332249,0.00001763181,0.000001165105,0.00001258186,0.3332598],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1382481,"threshold_uncertainty_score":0.9925683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02187780884442348,"score_gpt":0.2802724660052588,"score_spread":0.2583946571608353,"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."}}