{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001333055,0.001428002,0.001676781,0.002025784,0.001779506,0.00466549,0.001530846,0.002683594,0.3799394],"category_scores_gemma":[0.003526415,0.0006283566,0.0006379879,0.001192147,0.0006632265,0.002479025,0.001354876,0.002680116,0.3246494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001343036,"about_ca_system_score_gemma":0.002062375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153894,"about_ca_topic_score_gemma":0.005562785,"domain_scores_codex":[0.998991,0.00007764019,0.00003515426,0.0001195461,0.000693397,0.00008322526],"domain_scores_gemma":[0.9961295,0.0005347387,0.0001144521,0.0002403477,0.002013099,0.0009677351],"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":[0.00001176184,0.00002192133,0.00003008317,0.00006823003,0.000001359946,0.00001955151,0.000005943096,0.00002326874,0.0001610112,0.0005611666,0.9723431,0.02675264],"study_design_scores_gemma":[0.000006395422,0.00002032207,0.0003957847,0.00006097124,0.000002556799,0.0000668751,0.00001263261,0.00007850537,0.00009516396,0.0005513309,0.9987043,0.000005151924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008129955,0.008787359,0.001809762,0.01375079,0.1698148,0.0003329371,0.001176576,0.001650802,0.801864],"genre_scores_gemma":[0.000716542,0.00155361,0.0002693314,0.0009625904,0.01105288,0.00003486516,0.000300957,0.000197267,0.9849119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3799394,"threshold_uncertainty_score":0.8844412,"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."}}