{"id":"W4251630695","doi":"10.1021/bk-2020-1356.pr001","title":"Preface","year":2020,"lang":"en","type":"other","venue":"ACS symposium series","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00102821,0.001173312,0.0009326959,0.003047048,0.002025946,0.004738231,0.001727282,0.001617759,0.7869375],"category_scores_gemma":[0.006903531,0.0004851512,0.0007818226,0.002729545,0.0005684897,0.003558415,0.002526531,0.002638386,0.7025602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552427,"about_ca_system_score_gemma":0.002044258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002856931,"about_ca_topic_score_gemma":0.003480592,"domain_scores_codex":[0.9989902,0.0001026059,0.00007623565,0.000181162,0.000543607,0.0001061035],"domain_scores_gemma":[0.9967124,0.0004883615,0.0001237696,0.0003689645,0.001676993,0.0006294557],"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":[0.00001496835,0.00001347777,0.0000563728,0.00007484974,0.000001190263,0.00002578174,0.00002947709,0.00002818668,0.00006683929,0.001756296,0.966218,0.03171455],"study_design_scores_gemma":[0.000002217956,0.000007247292,0.0001127681,0.00005148486,7.570528e-7,0.00003482959,0.00003389804,0.00001487134,0.00003110644,0.0007260651,0.9989821,0.000002588843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006295252,0.004978762,0.003410932,0.009857226,0.06099736,0.0004739622,0.01433331,0.002681142,0.9026378],"genre_scores_gemma":[0.001728409,0.002346197,0.001316447,0.002333542,0.006687898,0.000161615,0.008657004,0.0009955715,0.9757733],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2130625,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039700202580604,"score_gpt":0.2258962084198703,"score_spread":0.2154992063940643,"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."}}