{"id":"W6996718454","doi":"","title":"Special issue: Infrastructure maintenance, management, performance, and rehabilitation","year":2006,"lang":"en","type":"book","venue":"NPARC","topic":"Plant Gene Expression Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Work (physics); Action (physics); MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009377515,0.0002523859,0.0002352159,0.0001390109,0.00007112075,0.0000287618,0.0001812566,0.0003440534,0.0005259592],"category_scores_gemma":[0.00001691155,0.0002365644,0.0001024352,0.0000527017,0.0001191861,0.000003589853,0.0001763721,0.0001602145,0.00004079922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003656256,"about_ca_system_score_gemma":0.00005070473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.61736e-7,"about_ca_topic_score_gemma":0.000007225246,"domain_scores_codex":[0.9988549,0.00002686507,0.0002348315,0.0004764161,0.0001989516,0.0002080859],"domain_scores_gemma":[0.9993566,0.00001003106,0.0001470276,0.000367222,0.00005904881,0.00006002971],"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":[0.00004848387,0.000007952995,0.0001609294,0.0001141632,0.00007625727,0.000005031913,0.000009831737,0.00001895203,0.002823558,0.0001939221,0.9852605,0.01128041],"study_design_scores_gemma":[0.0003281678,0.00008203762,0.0009485151,0.00007920162,0.00007626815,0.000009785007,0.00000918445,0.00003197059,0.00007814908,0.001081574,0.9970154,0.0002597012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001080106,0.000006462163,0.00004854875,0.00007805793,0.000278186,0.0001935117,0.00009327663,0.00001251764,0.9982094],"genre_scores_gemma":[0.0005960061,0.000431576,0.00324954,0.0001602174,0.004505377,0.00001627516,0.001461386,0.00003391338,0.9895457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01175494,"threshold_uncertainty_score":0.9646818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002154835802359012,"score_gpt":0.1980980387463942,"score_spread":0.1959432029440352,"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."}}