{"id":"W4309038955","doi":"10.1021/bk-2022-1419.pr001","title":"Preface","year":2022,"lang":"en","type":"other","venue":"ACS symposium series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","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":[],"consensus_categories":[],"category_scores_codex":[0.001134575,0.001633536,0.000967917,0.003813497,0.002555838,0.005204838,0.001993776,0.002054733,0.7571703],"category_scores_gemma":[0.004472489,0.000589991,0.0009866769,0.00241958,0.0003740593,0.002224162,0.002135849,0.002785067,0.7290733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936586,"about_ca_system_score_gemma":0.003409555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00906988,"about_ca_topic_score_gemma":0.01914905,"domain_scores_codex":[0.9992361,0.00006358197,0.00002512011,0.00007334784,0.0005171603,0.0000846059],"domain_scores_gemma":[0.9969968,0.0002442967,0.00008911605,0.0002167178,0.001761955,0.0006911453],"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":[0.000006923516,0.000009172159,0.000006356127,0.0000224848,3.53374e-7,0.00000430588,0.000002084623,0.00001168342,0.00002493813,0.0002796044,0.9913448,0.008287127],"study_design_scores_gemma":[0.000005135542,0.000007682243,0.00007850121,0.00004216748,0.000001176992,0.000006245887,0.00001635935,0.00002796206,0.00004801026,0.0006244289,0.9991392,0.000003209409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002179436,0.002092538,0.001140759,0.006975296,0.06886385,0.0005690233,0.00848681,0.001677005,0.9099768],"genre_scores_gemma":[0.0003022418,0.000850794,0.0002760323,0.00127418,0.003823401,0.0001109979,0.002668119,0.0003308327,0.9903634],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7571703,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008296873835475792,"score_gpt":0.2256470906871502,"score_spread":0.2173502168516744,"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."}}