{"id":"W3209770048","doi":"10.2172/1615717","title":"DARMA/vt FY20 Mid-Year Status Report","year":2020,"lang":"en","type":"report","venue":"","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Context (archaeology); Fiscal year; Operations research; Computer science; Geography; Engineering; Political science; Archaeology","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"],"consensus_categories":[],"category_scores_codex":[0.001185756,0.0004239668,0.0006778697,0.0002398971,0.0002131985,0.0008918483,0.001353428,0.0002638463,0.0003647497],"category_scores_gemma":[0.0009620883,0.0003725442,0.0002286917,0.0005043133,0.00004941407,0.0009525234,0.0009492843,0.0005639093,0.0004964149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002200389,"about_ca_system_score_gemma":0.003320073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007164821,"about_ca_topic_score_gemma":0.000003803724,"domain_scores_codex":[0.9952487,0.00003300036,0.001616739,0.0006929135,0.001829073,0.0005795436],"domain_scores_gemma":[0.9957748,0.00008621217,0.001597851,0.001237386,0.0009565777,0.0003471642],"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":[0.000003155965,0.00009585862,0.0004248849,0.003476049,0.0001832954,0.0004854303,0.004797942,0.00007280707,0.00001078919,0.02228961,0.8989275,0.06923275],"study_design_scores_gemma":[0.0001770796,0.00003528416,0.00007848419,0.0002291108,0.00002376042,0.0007835146,0.0001007486,0.02559454,0.0003197319,0.002693436,0.9693423,0.0006219898],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00001550043,0.0001187151,0.4575535,0.0002974477,0.001670078,0.000155804,0.000003572331,0.0005783673,0.539607],"genre_scores_gemma":[0.02210466,0.001389271,0.8355216,0.003245381,0.003372306,0.00005401768,0.0004669621,0.0001976321,0.1336481],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4059589,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05172441314119638,"score_gpt":0.3073889467299325,"score_spread":0.2556645335887361,"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."}}