{"id":"W7155072156","doi":"10.5325/b.20239221","title":"Nestwork","year":2023,"lang":"en","type":"book","venue":"Penn State University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00028697,0.0007014347,0.0007383155,0.0005732977,0.0003549142,0.0001147309,0.001356847,0.0004503131,0.00009736528],"category_scores_gemma":[0.00002007969,0.0009046608,0.0003618424,0.000056986,0.0004232494,0.0001554391,0.001303533,0.001029406,0.007451428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001141592,"about_ca_system_score_gemma":0.0007135933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000588064,"about_ca_topic_score_gemma":0.0002718742,"domain_scores_codex":[0.9969412,0.0001999989,0.0002846287,0.0009918784,0.0007359039,0.0008463797],"domain_scores_gemma":[0.9974832,0.000274156,0.0004676757,0.001131007,0.0002660692,0.0003778753],"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":[0.0003765294,0.00002136347,0.000004806791,0.0002040041,0.0005187532,0.003012232,0.0009582257,0.0001184185,0.00002087366,0.05680018,0.9366373,0.001327241],"study_design_scores_gemma":[0.0007704222,0.0000409739,0.0000234369,0.0002714818,0.0003620277,0.000009066224,0.00006718653,0.00005493164,0.00002479329,0.001905716,0.9955782,0.0008918118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005560138,0.00004956966,0.00005466302,0.000006414286,0.0005303992,0.0007741408,0.002739086,0.002020675,0.9937695],"genre_scores_gemma":[0.00002121382,0.00009949298,0.00009775476,0.00002524081,0.0002053665,0.000001611885,0.0005231365,0.0004511883,0.998575],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05894078,"threshold_uncertainty_score":0.9993404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03512665238823501,"score_gpt":0.217124478609,"score_spread":0.181997826220765,"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."}}