{"id":"W4255394696","doi":"10.1090/surv/210/15","title":"Future directions","year":2016,"lang":"en","type":"book-chapter","venue":"Mathematical surveys and monographs","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of Waterloo","funders":"","keywords":"Computer science; Geology","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003957983,0.0002333784,0.0004629166,0.0001729841,0.00009664007,0.000009433196,0.00005032945,0.00436892,0.001247074],"category_scores_gemma":[0.00002040176,0.0001375363,0.0001968155,0.00003742019,0.0003048976,0.00001649192,0.00004521028,0.001535139,0.0001710912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008123892,"about_ca_system_score_gemma":0.00001608238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.915889e-7,"about_ca_topic_score_gemma":0.000002772247,"domain_scores_codex":[0.9991902,0.00002887553,0.0002358022,0.0002584094,0.0001121344,0.0001746511],"domain_scores_gemma":[0.9993641,0.00009657651,0.00006459759,0.0002927386,0.0000424891,0.0001395495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001275217,0.00005305094,0.00005495716,0.0001789959,0.000412496,0.00004575357,0.00004067962,9.828711e-10,0.00001918592,0.8343326,0.002839707,0.1620097],"study_design_scores_gemma":[0.0004028627,0.0001598102,0.0006838599,0.0005862415,0.0003043731,0.0002329538,0.000009794148,0.000002613877,0.0000265196,0.1920305,0.8053102,0.0002501993],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000160596,0.006631021,0.002470062,0.01180985,0.0002981418,0.0003552961,0.00005076791,0.0002503647,0.9779739],"genre_scores_gemma":[0.003062445,0.03558255,0.0009991053,0.0003708585,0.0004147658,0.00002035602,0.00003821899,0.00008121619,0.9594305],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8024705,"threshold_uncertainty_score":0.9996659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01430425701142121,"score_gpt":0.237286500683592,"score_spread":0.2229822436721708,"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."}}