{"id":"W7052569246","doi":"","title":"A review of water flooding issues in the proton exchange membrance fuel cell","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flooding (psychology); Fuel cells; Proton exchange membrane fuel cell; Water quality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001643168,0.0003088924,0.001017063,0.0008942978,0.0006661218,0.001364574,0.001197882,0.002446141,0.003626369],"category_scores_gemma":[0.002084324,0.000210465,0.0004504831,0.001246084,0.0004979895,0.002772514,0.000552427,0.001139958,0.001317712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008927648,"about_ca_system_score_gemma":0.001494501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002400605,"about_ca_topic_score_gemma":0.003077261,"domain_scores_codex":[0.9994329,0.0000896048,0.00006340155,0.00007681252,0.0002851624,0.00005220325],"domain_scores_gemma":[0.998421,0.0004946833,0.00008845922,0.00003182349,0.0009034637,0.00006065091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000394727,0.0001625721,0.0004385634,0.01501786,0.0001225633,0.001226626,0.0002288937,0.001805036,0.01628906,0.01243921,0.1001932,0.8516816],"study_design_scores_gemma":[0.00001944044,0.0002194214,0.0004291472,0.0007742594,0.00006172719,0.0005876307,0.0002160375,0.0004266245,0.008518701,0.002267032,0.9864449,0.00003521714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004379216,0.9655401,0.002763672,0.0110087,0.007626022,0.0000414464,0.00007075792,0.00003145207,0.008538622],"genre_scores_gemma":[0.01973565,0.9541765,0.001720942,0.003090327,0.003776004,0.00003167648,0.000106741,0.00002528407,0.01733697],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003626369,"threshold_uncertainty_score":0.01213145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347441934248072,"score_gpt":0.2452786373087484,"score_spread":0.2318042179662677,"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."}}