{"id":"W6886063114","doi":"10.14288/1.0049998","title":"Discorder","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"George (robot); First world war; Telmatology; Postal service","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004053586,0.00004032505,0.00006064121,0.00001986457,0.0006321084,0.001695638,0.0003464152,0.00001651103,0.001645609],"category_scores_gemma":[0.0001047445,0.00003257888,0.000009691725,0.0004819785,0.00003722161,0.0002606304,0.0001945904,0.00003223963,0.000271903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005288705,"about_ca_system_score_gemma":0.0001622069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006170627,"about_ca_topic_score_gemma":0.0003363052,"domain_scores_codex":[0.9994533,0.00002851275,0.00006561555,0.0001293454,0.0001461906,0.0001770356],"domain_scores_gemma":[0.9996365,0.00001458733,0.00001067687,0.0001378406,0.00005845642,0.0001419424],"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":[0.00002316705,0.00007228925,0.00001610294,0.000003166901,0.000002361455,0.000004278302,0.0001761364,0.001197404,0.1074602,0.0008461574,0.889933,0.0002657142],"study_design_scores_gemma":[0.0008923081,0.0002786807,0.0001227804,0.00002094082,0.000007045187,0.0000465908,0.0007762735,0.001153526,0.1270762,0.007748431,0.8615451,0.0003321852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02753791,0.0000149967,0.003282666,0.0003455548,0.001266042,0.0002910598,0.00001500379,0.0001028168,0.967144],"genre_scores_gemma":[0.2502393,0.000005479742,0.006633161,0.000052885,0.0001454095,0.0001644204,0.000002537257,0.00001224821,0.7427445],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2243994,"threshold_uncertainty_score":0.9993407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05774902313497913,"score_gpt":0.3395447090325808,"score_spread":0.2817956858976017,"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."}}