{"id":"W31938872","doi":"10.1007/s00449-019-02272-w","title":"Current, future and historical roadworks in North East Lincolnshire","year":2015,"lang":"en","type":"article","venue":"Bioprocess and Biosystems Engineering","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Biological Resources; National Research Foundation of Korea; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002012585,0.0002438038,0.0001206261,0.001501443,0.002290495,0.001100893,0.0005169984,0.0003758069,0.01573214],"category_scores_gemma":[0.0002214149,0.0001473476,0.000156202,0.00148868,0.0006848958,0.0008077044,0.0008165268,0.0002733951,0.003817689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002127003,"about_ca_system_score_gemma":0.00195565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1473828,"about_ca_topic_score_gemma":0.6182357,"domain_scores_codex":[0.9997012,0.00003376713,0.00001124538,0.00007902194,0.00007906098,0.00009579124],"domain_scores_gemma":[0.9997749,0.00002014219,0.0000384501,0.00001863078,0.000081853,0.00006598862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002930893,0.0003355584,0.6055138,0.0006504901,0.00007935422,0.007717966,0.01910277,0.001094576,0.02136813,0.009130332,0.02156014,0.3131538],"study_design_scores_gemma":[0.000008147264,0.0001990352,0.6692168,0.0001961965,0.00003318498,0.002165318,0.02921571,0.0004681249,0.001287948,0.0004644611,0.2966893,0.00005572563],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8623745,0.002134098,0.002125994,0.0008777129,0.0001381502,0.00007484083,0.00304471,0.0002777276,0.1289523],"genre_scores_gemma":[0.8633253,0.001324102,0.003938704,0.0001682003,0.00003569554,0.00005081173,0.002539154,0.00003683144,0.1285812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1473828,"threshold_uncertainty_score":0.2930499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02584849557829311,"score_gpt":0.1866030770273773,"score_spread":0.1607545814490842,"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."}}