{"id":"W4200181991","doi":"10.1515/9781641893459-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002211484,0.001737811,0.001259688,0.002404146,0.001382804,0.004583574,0.001320023,0.001930375,0.9076483],"category_scores_gemma":[0.0007811044,0.0009296803,0.0006836177,0.002477675,0.000415161,0.003620165,0.002603767,0.00176121,0.8774401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005711362,"about_ca_system_score_gemma":0.0004355286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001886751,"about_ca_topic_score_gemma":0.005998109,"domain_scores_codex":[0.9997912,0.00001978323,0.000007817507,0.00005020533,0.00009313639,0.00003792655],"domain_scores_gemma":[0.9997447,0.00007015336,0.00001256635,0.00004861949,0.00006221215,0.00006177872],"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":[0.00005883656,0.00005588881,0.00008746195,0.0002597244,0.000005583566,0.0000940158,0.0001149466,0.000126272,0.0006773529,0.004893436,0.8021638,0.1914627],"study_design_scores_gemma":[0.000008653939,0.00001255948,0.0001931601,0.0000914172,0.000003613283,0.00007539579,0.00005818012,0.0000626312,0.0001582924,0.001044202,0.9982864,0.000005500443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002198904,0.001098807,0.0004315453,0.0001715904,0.0003515272,0.00002522281,0.0009034305,0.000702118,0.996096],"genre_scores_gemma":[0.0003835366,0.000303287,0.0001049731,0.00007185851,0.00003388107,0.000008262597,0.0003491371,0.0002276503,0.9985173],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09235173,"threshold_uncertainty_score":0.1317285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02708747005905178,"score_gpt":0.2044390647812,"score_spread":0.1773515947221482,"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."}}