{"id":"W7099991130","doi":"","title":"Author manuscript, published in &amp;quot;IPIA: Applied Inverse Problems 2007: Theoretical and Computational Aspects., Vancouver: Canada","year":2009,"lang":"en","type":"article","venue":"","topic":"Plant and Biological Electrophysiology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Inverse problem; Calculus (dental); Inverse; Computational complexity theory","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001394955,0.001010196,0.001904622,0.001428026,0.002176659,0.005590877,0.001413148,0.001602385,0.5369457],"category_scores_gemma":[0.009319804,0.0006191337,0.0007805526,0.002082262,0.001153374,0.002366923,0.001777758,0.0013208,0.2903238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389396,"about_ca_system_score_gemma":0.00341027,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01485552,"about_ca_topic_score_gemma":0.04189934,"domain_scores_codex":[0.9994273,0.0000609392,0.00005132192,0.0001282299,0.0002517909,0.00008039481],"domain_scores_gemma":[0.9958457,0.0006851128,0.00007584726,0.000432423,0.002559463,0.0004014119],"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":[0.0001240826,0.00002706664,0.0002727665,0.0004083363,0.00004346532,0.0001226691,0.0001010121,0.00140083,0.001387851,0.01219704,0.8846656,0.09924931],"study_design_scores_gemma":[0.00003867223,0.00003146736,0.0005270457,0.0001832647,0.00002632292,0.0002065802,0.0001205323,0.003307793,0.001983165,0.008420882,0.985126,0.00002823458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006039769,0.01133467,0.09479538,0.02977301,0.1728274,0.000386163,0.02016809,0.006635446,0.65804],"genre_scores_gemma":[0.01611321,0.004249783,0.02301368,0.0008423402,0.002971645,0.00006222164,0.004169248,0.002429576,0.9461483],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9851445,"threshold_uncertainty_score":0.6604908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01244027249321797,"score_gpt":0.1888687619721344,"score_spread":0.1764284894789164,"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."}}