{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001286482,0.0005100624,0.0004686239,0.0003209888,0.0001438241,0.00008575516,0.0007217205,0.0002705324,0.0772937],"category_scores_gemma":[0.00002279715,0.0005332155,0.0001080074,0.0003610746,0.0001838547,0.00016006,0.0005715847,0.0004010337,0.01666189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002018437,"about_ca_system_score_gemma":0.0001326024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002783052,"about_ca_topic_score_gemma":0.0004670296,"domain_scores_codex":[0.9979807,0.0001419602,0.0002198184,0.0006127094,0.0005706283,0.0004741479],"domain_scores_gemma":[0.9984264,0.00002307984,0.0002965836,0.001133623,0.00002286027,0.00009742405],"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":[0.00003725323,0.00004566501,0.0001952196,0.0001099692,0.0001602197,0.00003616051,0.0003409903,0.000009234981,0.007078846,0.002141512,0.9898254,0.00001949888],"study_design_scores_gemma":[0.0001932165,0.00009778127,0.00001895032,0.00004024355,0.00008827452,0.00004456357,0.0001691169,2.401579e-7,0.001037841,0.00008507907,0.9976371,0.0005876027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006853259,0.001723811,6.900667e-7,0.0004592697,0.0009794558,0.0005310769,0.001280223,0.002349299,0.9926077],"genre_scores_gemma":[0.0001874354,0.0003685657,0.000245623,0.0001415285,0.0005274755,0.0002703184,0.0006360048,0.004130129,0.9934929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06063182,"threshold_uncertainty_score":0.9997119,"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."}}