{"id":"W4233530623","doi":"10.1080/03155986.2017.1279392","title":"Preface","year":2017,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001390118,0.0009508767,0.0006021793,0.003457823,0.002557834,0.002979212,0.001169684,0.0008680778,0.5110157],"category_scores_gemma":[0.01467345,0.0002685346,0.0004793886,0.002077397,0.0005025817,0.002025315,0.001991242,0.00237683,0.3713697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001755074,"about_ca_system_score_gemma":0.002464725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005497666,"about_ca_topic_score_gemma":0.007220431,"domain_scores_codex":[0.9992588,0.0001144561,0.00004697145,0.0001243361,0.0003879797,0.00006746122],"domain_scores_gemma":[0.9935781,0.001042645,0.0002157511,0.000519671,0.003843269,0.0008004668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002174057,0.00001478636,0.00007986777,0.00006583963,0.000001140582,0.0000253939,0.00003851196,0.00003655999,0.00006392609,0.002342438,0.9674857,0.02982406],"study_design_scores_gemma":[0.000003705764,0.00001004202,0.0002494252,0.0001114819,0.000001440074,0.00003022937,0.00006590365,0.00002109946,0.00007458503,0.002272826,0.9971553,0.000003969866],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001600965,0.01025476,0.007951195,0.02964685,0.2067051,0.0008943636,0.02408339,0.001977931,0.7168854],"genre_scores_gemma":[0.004791137,0.003996843,0.002849901,0.006014154,0.01941681,0.0003958372,0.01265524,0.000824848,0.9490553],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4889843,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1337432463606615,"score_gpt":0.4256268163431615,"score_spread":0.2918835699825,"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."}}