{"id":"W4377004172","doi":"10.18356/9789210018883c002","title":"Acknowledgements","year":2022,"lang":"en","type":"book-chapter","venue":"Statistical standards and studies","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task force; Task (project management); Library science; Work (physics); Operations research; Political science; Regional science; Computer science; Sociology; Management science; Engineering; Public administration; Mechanical engineering; Systems engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0012433,0.0005127267,0.001443452,0.00006025655,0.0006872244,0.00002622429,0.0001564607,0.0001333076,0.01763023],"category_scores_gemma":[0.01734875,0.0003702898,0.0001262206,0.00002733289,0.0007750082,0.00002786899,0.00125083,0.0005151211,0.00005259166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005666646,"about_ca_system_score_gemma":0.00007664171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005564571,"about_ca_topic_score_gemma":0.000124716,"domain_scores_codex":[0.9973651,0.00008375072,0.0006489612,0.000663532,0.0008439607,0.0003947182],"domain_scores_gemma":[0.9925159,0.006297335,0.0002139258,0.0002529869,0.0005916025,0.0001282467],"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":[0.00003553482,0.00001331324,0.00002134803,0.0003132509,0.0005655926,0.0000421457,0.0001367561,4.596137e-8,5.770107e-8,0.5936733,0.3960178,0.009180896],"study_design_scores_gemma":[0.000166912,0.0001853993,0.00005180857,0.00006118468,0.0001798807,8.714132e-7,0.0000695154,0.000001871154,7.368487e-8,0.4925056,0.5065556,0.0002212482],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001591619,0.03114747,0.008486148,0.001664024,0.001016011,0.0009365474,0.02212762,0.0002575334,0.9343488],"genre_scores_gemma":[0.0006060541,0.07180608,0.0239636,0.001621943,0.001040699,0.0003507484,0.0001863724,0.0002484397,0.900176],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1105379,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.279227170001929,"score_gpt":0.4816307866120897,"score_spread":0.2024036166101608,"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."}}