{"id":"W3211977908","doi":"10.1080/01441647.2021.2001996","title":"What is a good transport review paper?","year":2021,"lang":"en","type":"article","venue":"Transport Reviews","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Transport engineering; Public transport; Business; Engineering","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":[],"category_scores_codex":[0.002215662,0.0003777041,0.001225868,0.00003664296,0.0004090878,0.00006053808,0.0005900835,0.0001983552,0.02123949],"category_scores_gemma":[0.0000302893,0.0003313174,0.0009952032,0.001097486,0.0002606599,0.001726558,0.000006111952,0.0003653755,0.0004150434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006880399,"about_ca_system_score_gemma":0.0005661902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005316248,"about_ca_topic_score_gemma":0.009652612,"domain_scores_codex":[0.9960895,0.0002940562,0.001341844,0.0008529687,0.0007424333,0.0006792398],"domain_scores_gemma":[0.9981931,0.00004207501,0.000244268,0.0009071418,0.0002136037,0.0003998287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003780897,0.0011971,0.5293671,0.01710639,0.0002021134,0.0008621402,0.02311714,2.825174e-7,0.0003053083,0.005827572,0.02007271,0.4019043],"study_design_scores_gemma":[0.0002064676,0.00001239995,0.03539567,0.004529844,0.0003495952,0.000002169265,0.0003077634,1.07526e-7,0.0001019164,0.0003619917,0.9583296,0.0004025203],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01585089,0.9122886,0.0001955932,0.01536955,0.001084111,0.001802622,0.00004834268,0.0002227314,0.05313756],"genre_scores_gemma":[0.05053776,0.9184507,0.0004837309,0.01524039,0.0003056768,0.0001429273,0.0002062404,0.0000355975,0.01459703],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9382569,"threshold_uncertainty_score":0.9999139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05116603174912503,"score_gpt":0.3474644641684693,"score_spread":0.2962984324193442,"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."}}