{"id":"W6984346985","doi":"","title":"Duplex","year":2021,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Duplex (building); Poetry; Sexual abuse; QUIET; Immigration","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001295604,0.0001013237,0.000301692,0.0000699721,0.00009285075,0.00000434508,0.000290807,0.000273644,0.00365867],"category_scores_gemma":[0.0001000681,0.00008114202,0.0002407575,0.0003254002,0.0001758111,0.00002125129,0.00008122939,0.000500893,0.0001182935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003988045,"about_ca_system_score_gemma":0.0002782342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003954567,"about_ca_topic_score_gemma":0.0001060348,"domain_scores_codex":[0.9990012,0.00002968375,0.00008912342,0.000185683,0.0005163912,0.0001778841],"domain_scores_gemma":[0.9991375,0.00008690976,0.00007857104,0.0003149,0.0002350279,0.000147127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001450104,0.000281278,0.0001325827,0.001680417,0.0004801997,0.0002890385,0.001920421,1.597713e-7,0.8796974,0.0004803301,0.0686314,0.04495671],"study_design_scores_gemma":[0.004141656,0.00056537,0.5943492,0.001415795,0.001925395,0.00006890677,0.05478637,0.0001437066,0.02705797,0.0008115948,0.3141113,0.0006227032],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9277994,0.001957396,0.00001950581,0.007235156,0.0001866374,0.000213117,0.00002411316,0.00003307952,0.06253159],"genre_scores_gemma":[0.8175004,0.0007860655,0.0001169476,0.00007588579,0.0001214219,1.257178e-7,0.0008601572,0.00001115713,0.1805279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8526394,"threshold_uncertainty_score":0.9972521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251512623483556,"score_gpt":0.2726860598228111,"score_spread":0.2501709335879756,"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."}}