{"id":"W6888792948","doi":"10.23636/1307","title":"UKWA Interim Report Second Quarter 2018","year":2018,"lang":"en","type":"article","venue":"British Library Research Repository","topic":"Web Data Mining and Analysis","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Reading (process); Interim; Feature (linguistics); Narrative; Key (lock)","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"],"consensus_categories":[],"category_scores_codex":[0.0008504836,0.000137872,0.0002277844,0.0002828582,0.0005985962,0.002556728,0.001998044,0.0001134025,0.0004512593],"category_scores_gemma":[0.00009621594,0.0001601679,0.0001258163,0.0008980785,0.0004984907,0.003782341,0.001274961,0.000436928,0.0004507104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003170573,"about_ca_system_score_gemma":0.0003273125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003001707,"about_ca_topic_score_gemma":0.00003265985,"domain_scores_codex":[0.9966864,0.0004397395,0.0004706747,0.0009309278,0.0007986365,0.0006736309],"domain_scores_gemma":[0.9976438,0.0001320313,0.00009860191,0.001604462,0.000193944,0.0003271061],"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":[0.00000872291,0.00009406661,0.003286449,0.00002279831,0.00005458298,0.006249923,0.0002096356,7.787328e-8,0.003183178,0.0006677504,0.97382,0.01240285],"study_design_scores_gemma":[0.0004625016,0.0008536566,0.03404374,0.0003882325,0.00001062846,0.01168501,0.0002474661,0.005353427,0.04014399,0.001779703,0.9043466,0.0006849868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3900561,0.0013943,0.01126215,0.002260834,0.00196574,0.0003216545,0.00003676914,0.001133723,0.5915687],"genre_scores_gemma":[0.8653564,0.00003042436,0.009046922,0.0003032949,0.001967939,0.00003752502,0.00004624391,0.0000350062,0.1231762],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4753003,"threshold_uncertainty_score":0.9984787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0378805664954514,"score_gpt":0.3051840202014744,"score_spread":0.267303453706023,"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."}}