{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001087635,0.0007533244,0.0008035059,0.0003170311,0.0002251261,0.0001167167,0.0009476027,0.0007452534,0.003177311],"category_scores_gemma":[0.000005371071,0.0009587563,0.0005362243,0.000008707335,0.0003634269,0.0001796533,0.001281466,0.000898782,0.005967914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005030942,"about_ca_system_score_gemma":0.000166645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002032978,"about_ca_topic_score_gemma":0.0001108662,"domain_scores_codex":[0.9973953,0.00009358653,0.0002973439,0.001055041,0.0006183743,0.0005403666],"domain_scores_gemma":[0.9974748,0.00008143135,0.0003985126,0.001472052,0.0002777229,0.0002954023],"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":[0.0002027091,0.00003905228,0.000005809039,0.0001478931,0.000959355,0.003737383,0.000423879,0.000003110618,0.0002192545,0.4908554,0.5007734,0.002632789],"study_design_scores_gemma":[0.001165837,0.00004078993,0.000008809924,0.000381505,0.000566349,0.00004941427,0.00005069859,0.000008997577,0.0002656809,0.0002421773,0.9962691,0.000950642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005949181,0.0001685391,0.00008275699,0.00002540252,0.0003944736,0.00044931,0.0007565171,0.0004683907,0.9975951],"genre_scores_gemma":[0.0002701673,0.00001075341,0.0002864464,0.000255191,0.0002383562,7.351558e-7,0.0002475075,0.0003011001,0.9983897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4954957,"threshold_uncertainty_score":0.9992863,"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."}}