{"id":"W4385862722","doi":"10.59962/9780774854276-fm","title":"Front Matter","year":2007,"lang":"en","type":"paratext","venue":"University of British Columbia Press eBooks","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"Canada Council for the Arts; Social Sciences and Humanities Research Council of Canada; Government of Canada","keywords":"Front (military); Geology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002399894,0.000108617,0.0003776282,0.00005086685,0.0004654569,0.0001630298,0.0006415676,0.0005405838,0.0337981],"category_scores_gemma":[0.000006151512,0.0002643831,0.0001588425,0.00001798236,0.0007098199,0.00008278121,0.0001950422,0.0002997729,0.002334365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001554618,"about_ca_system_score_gemma":0.0002769361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7477937,"about_ca_topic_score_gemma":0.7633075,"domain_scores_codex":[0.9984369,0.0001329532,0.00017492,0.0003588031,0.0004841207,0.0004122646],"domain_scores_gemma":[0.9991853,0.00005482517,0.0002072505,0.000185036,0.0001958463,0.0001717118],"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":[0.000007652573,0.00002605996,0.00006595971,0.00008099595,0.00007469889,0.00007662009,0.002964905,2.017012e-7,9.485295e-7,0.00002014984,0.9848409,0.01184093],"study_design_scores_gemma":[0.0002783206,0.00001405413,0.001749828,0.0003572705,0.00004063211,0.000002594334,0.001975367,2.55753e-7,0.000001408278,0.00003008468,0.9952412,0.000308983],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001364834,0.001357808,0.00003545618,0.00004492407,0.001187861,0.0003468765,0.0003186247,0.00004144824,0.9953021],"genre_scores_gemma":[0.002072003,0.002597367,0.0002979777,0.00008007454,0.0002098093,3.826944e-7,0.00004616384,0.00001900541,0.9946772],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03146374,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336489368830705,"score_gpt":0.222203707210753,"score_spread":0.1988388135224459,"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."}}