{"id":"W2605290472","doi":"10.18280/mmep.040112","title":"DMFC water management in presence of heat sources","year":2017,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Smart Grid Energy Management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000215279,0.0001516558,0.0002141911,0.0001014254,0.00004411241,0.00006614062,0.0002103812,0.00004656602,0.000008689056],"category_scores_gemma":[0.000006219929,0.0001231613,0.00002923883,0.00002782661,0.00003164133,0.0001120645,0.0001183433,0.00009854046,0.000008237129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001611379,"about_ca_system_score_gemma":6.016966e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001423028,"about_ca_topic_score_gemma":0.000001292013,"domain_scores_codex":[0.9991651,0.000003511672,0.000262203,0.000152485,0.0001342437,0.0002824698],"domain_scores_gemma":[0.9995407,0.00002452989,0.00001161839,0.0003621583,0.000007777488,0.00005321957],"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":[0.000001198915,0.00001633519,0.00003693835,0.001353547,0.00003456821,0.000004254249,0.0004201702,0.991512,0.0003154663,0.006044856,0.000007534199,0.0002531044],"study_design_scores_gemma":[0.0001751837,0.000008568316,0.00008680281,0.0003496475,0.00001299228,0.000001811977,0.00001648471,0.9916499,0.001763433,0.005481524,0.0003035,0.0001501495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3855157,0.0001899217,0.6085631,0.00004841897,0.0001306933,0.0001814137,6.099128e-7,0.0001583344,0.005211783],"genre_scores_gemma":[0.9853199,0.0001463302,0.01431476,0.000001767341,0.0000224934,0.00004802685,8.937062e-7,0.00003173711,0.0001140819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5998042,"threshold_uncertainty_score":0.5022374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01902382554472896,"score_gpt":0.1962010260871087,"score_spread":0.1771772005423798,"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."}}