{"id":"W6929463006","doi":"10.48660/23060069","title":"Dark Sector Theory","year":2023,"lang":"en","type":"other","venue":"PIRSA","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Government (linguistics); Field (mathematics); Work (physics); Measure (data warehouse); Nexus (standard)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001363025,0.0001421141,0.0001148147,0.00004552223,0.00003747025,0.0000227313,0.0001759804,0.0003020606,0.0003986548],"category_scores_gemma":[0.00009251907,0.0001353125,0.00007357033,0.00002964324,0.00004190172,3.459165e-7,0.0001057846,0.00006323217,0.0002400595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005922685,"about_ca_system_score_gemma":0.00002702868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005692326,"about_ca_topic_score_gemma":0.0004033402,"domain_scores_codex":[0.9993665,0.0000375884,0.00009240752,0.0002752084,0.0000871849,0.000141103],"domain_scores_gemma":[0.999329,0.000009322446,0.0001004833,0.0005029102,0.00001466196,0.00004362161],"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":[0.00003600839,0.00005109492,0.002388269,0.00009363216,0.0003192516,0.00001116673,0.00003342874,0.000007302994,0.1015492,0.001363333,0.8656067,0.0285407],"study_design_scores_gemma":[0.0001383662,0.00004666425,0.0008511624,0.00002661616,0.00002015379,2.144697e-7,0.000005239938,0.000001319515,0.01399256,0.0008110088,0.9839122,0.0001944692],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001865519,0.005282884,0.001248965,0.00004146626,0.0009762604,0.000180746,0.0001047086,0.0001346854,0.9901648],"genre_scores_gemma":[0.01671478,0.002471563,0.0003300052,0.00006999456,0.00171791,0.00002328908,0.0001742737,0.001018735,0.9774795],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1183056,"threshold_uncertainty_score":0.5517883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291893947448981,"score_gpt":0.2572475726114288,"score_spread":0.244328633136939,"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."}}