{"id":"W6888883091","doi":"10.25316/ir-18929","title":"The Flagstone V.25:No.5 [May 2020]","year":2020,"lang":"en","type":"other","venue":"VIURRSpace (Vancouver Island University)","topic":"COVID-19 Digital Contact Tracing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Neighbourhood (mathematics); Democracy; Brother; The arts; German","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001056065,0.0004930932,0.0004367575,0.0003334081,0.0003228187,0.0003363738,0.002525223,0.0002839394,0.0001742985],"category_scores_gemma":[0.00009532716,0.000423847,0.0002442175,0.001163514,0.0001185695,0.0004898178,0.0007723397,0.0005321496,0.0009580444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002633708,"about_ca_system_score_gemma":0.0004147439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003056633,"about_ca_topic_score_gemma":0.002084193,"domain_scores_codex":[0.9977246,0.000112343,0.000156239,0.0008983128,0.000530256,0.0005782497],"domain_scores_gemma":[0.9979223,0.0002840702,0.0002816526,0.001165585,0.00008350627,0.0002628825],"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":[0.00001912442,0.000016856,0.000003190077,0.00005630106,0.0001088701,0.0004623239,0.0001570352,0.0000104294,0.00002676553,0.006658947,0.9898826,0.002597485],"study_design_scores_gemma":[0.0005902034,0.00008610021,0.000002994271,0.0001513922,0.00004052257,0.000002330252,0.0001140894,0.0006096593,0.00002077919,0.00009564021,0.9977527,0.0005336144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.825167e-7,0.0004188147,0.0628373,0.001916733,0.002450083,0.0003447263,0.00004827495,0.0007418044,0.931242],"genre_scores_gemma":[0.0004873273,0.0005787844,0.001529441,0.000501525,0.0004544872,0.000001194849,0.000001090136,0.0001779315,0.9962682],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06502624,"threshold_uncertainty_score":0.9998213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008900731090229435,"score_gpt":0.2053956358097209,"score_spread":0.1964949047194914,"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."}}