{"id":"W2922293556","doi":"","title":"Dean's Message","year":2018,"lang":"en","type":"article","venue":"The Graduate History Review","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":[],"consensus_categories":[],"category_scores_codex":[0.01201648,0.001241211,0.002595555,0.002272819,0.01207353,0.01565152,0.004732401,0.05836743,0.09051085],"category_scores_gemma":[0.08228919,0.001303791,0.00228166,0.001323504,0.007173583,0.007871797,0.008590431,0.05482204,0.07029746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00772703,"about_ca_system_score_gemma":0.03026616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01115501,"about_ca_topic_score_gemma":0.02729745,"domain_scores_codex":[0.9877384,0.001475625,0.0006353999,0.001633482,0.006376484,0.002140616],"domain_scores_gemma":[0.9576605,0.008177305,0.001719645,0.001886084,0.0133505,0.01720603],"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":[0.000006449465,0.000009093339,0.00006583211,0.00001980888,0.000002397815,0.00002944295,0.00004246207,0.000005012928,0.00001707981,0.0009548597,0.9974664,0.001381152],"study_design_scores_gemma":[0.00003355931,0.00002130152,0.0005239933,0.0001973698,0.00001332598,0.00009041324,0.0004192304,0.00003022907,0.00007837414,0.002079318,0.9964845,0.00002848619],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.000150802,0.001002369,0.00006653972,0.8829739,0.1074908,0.00002355781,0.00006496133,0.0000984972,0.008128582],"genre_scores_gemma":[0.001477625,0.0006275745,0.0001091365,0.9069649,0.03689425,0.00005353082,0.00003405561,0.00005582821,0.05378316],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.09051085,"threshold_uncertainty_score":0.3027889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2259025700188947,"score_gpt":0.3159663183987725,"score_spread":0.09006374837987788,"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."}}