{"id":"W4200391946","doi":"10.1515/9789048541508-fm","title":"Frontmatter","year":2021,"lang":"en","type":"book-chapter","venue":"Amsterdam University Press eBooks","topic":"Spatial and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","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":[0.0001760258,0.0008276867,0.0006145047,0.001372842,0.001227312,0.004494813,0.0008219845,0.001505105,0.8467359],"category_scores_gemma":[0.0006716103,0.000457871,0.0004030571,0.00149825,0.0004052625,0.003590293,0.00192587,0.001645289,0.7343042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000680292,"about_ca_system_score_gemma":0.0004872752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001708372,"about_ca_topic_score_gemma":0.005753808,"domain_scores_codex":[0.9997805,0.00001715477,0.00001030747,0.00005686187,0.0001067999,0.00002843526],"domain_scores_gemma":[0.9997584,0.00004808585,0.00001513581,0.00004219724,0.00008111561,0.00005496864],"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":[0.00002815377,0.00002741991,0.00009146239,0.0001494918,0.000002464494,0.00008475474,0.0001364757,0.00006421818,0.0005143423,0.01216864,0.8198935,0.1668391],"study_design_scores_gemma":[0.000002289521,0.000005380927,0.0001214133,0.00003963027,7.079826e-7,0.00005523922,0.00003005892,0.00002748124,0.00008076145,0.0008428765,0.998792,0.000002251424],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002660466,0.001727999,0.0005869566,0.0006279869,0.0007196788,0.00002144245,0.001153864,0.000871661,0.9940245],"genre_scores_gemma":[0.0006681609,0.0005183517,0.0001740469,0.0001669338,0.00006569597,0.000008211718,0.0003432935,0.0002262387,0.9978291],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1532641,"threshold_uncertainty_score":0.2186127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03808660841604015,"score_gpt":0.2312845224838284,"score_spread":0.1931979140677882,"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."}}