{"id":"W1484784010","doi":"10.3390/publications3030174","title":"Themed Volumes: A Blessing or a Curse?","year":2015,"lang":"en","type":"article","venue":"Publications","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Blessing; Curse; Volume (thermodynamics); Launched; Space (punctuation); Perspective (graphical); Production (economics); Management; Operations research; Computer science; Business; Engineering; Sociology; Economics; History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04910294,0.0008692718,0.001441322,0.006161544,0.004335407,0.02366576,0.002506676,0.003027628,0.01518515],"category_scores_gemma":[0.2162171,0.0007420296,0.001377984,0.007088488,0.006392336,0.02227908,0.007775531,0.009215328,0.005106774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00456919,"about_ca_system_score_gemma":0.007671437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244872,"about_ca_topic_score_gemma":0.001697986,"domain_scores_codex":[0.9749059,0.01022601,0.002605009,0.001427552,0.009775153,0.001060341],"domain_scores_gemma":[0.7941844,0.08428177,0.01518606,0.02032949,0.07070785,0.01531043],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004568176,0.0001554774,0.004553831,0.002590165,0.0001339816,0.0002722089,0.007746971,0.0003708396,0.001867297,0.1354288,0.5748614,0.2715622],"study_design_scores_gemma":[0.0000582145,0.0003240731,0.004942733,0.002630835,0.00006367762,0.0005852266,0.00616024,0.0003378375,0.0007464493,0.04364479,0.9404199,0.00008598878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02164492,0.04196573,0.02348321,0.5175861,0.3256674,0.0003295423,0.001797032,0.0008906752,0.0666355],"genre_scores_gemma":[0.3318301,0.05154764,0.05971095,0.1744417,0.2848528,0.001360026,0.003002286,0.004259498,0.08899497],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.950897,"threshold_uncertainty_score":0.2596843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1217769242363025,"score_gpt":0.3718803844588691,"score_spread":0.2501034602225665,"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."}}