{"id":"W7098414490","doi":"","title":"RESOURCE ALLOCATION SIMULATION TOOL","year":2015,"lang":"en","type":"article","venue":"","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource allocation; Resource (disambiguation); Training (meteorology); Resource management (computing); Scheduling (production processes)","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":[],"consensus_categories":[],"category_scores_codex":[0.0009176233,0.000893991,0.0006353914,0.0006107023,0.0006167755,0.00123676,0.002111879,0.001204734,0.04549783],"category_scores_gemma":[0.002413672,0.000555161,0.0008401649,0.0007058821,0.0003504839,0.0008393287,0.0008745698,0.001964229,0.004168001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001153374,"about_ca_system_score_gemma":0.002220367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02630428,"about_ca_topic_score_gemma":0.02604149,"domain_scores_codex":[0.9996539,0.00009204851,0.00002876972,0.00005600634,0.0001064688,0.00006292279],"domain_scores_gemma":[0.9986172,0.0008219195,0.00005174046,0.0001010165,0.0003219274,0.00008623752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003051968,0.0002532725,0.002906647,0.0004411405,0.00009355358,0.0002091818,0.0002125921,0.8596726,0.003049544,0.02343645,0.06228695,0.04713284],"study_design_scores_gemma":[0.0001135443,0.00005054627,0.0004880937,0.00004508383,0.00002268277,0.0000385446,0.00003498091,0.9381487,0.001771517,0.004293548,0.05496594,0.00002678754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.05732472,0.0003972182,0.6923313,0.001149813,0.0006961569,0.001772598,0.03786055,0.06341828,0.1450494],"genre_scores_gemma":[0.4087194,0.0007068804,0.5123021,0.0006690263,0.00007717543,0.003124184,0.0250663,0.00662291,0.04271206],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.04549783,"threshold_uncertainty_score":0.1522054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05280683015930281,"score_gpt":0.2391814814415456,"score_spread":0.1863746512822428,"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."}}