{"id":"W2017975967","doi":"10.1007/s10008-007-0306-4","title":"The effect of ferric ions on the conductivity of various types of polymer cation exchange membranes","year":2007,"lang":"en","type":"article","venue":"Journal of Solid State Electrochemistry","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nafion; Membrane; Electrolyte; Conductivity; Polymer; Inorganic chemistry; Ion exchange; Chemistry; Polarization (electrochemistry); Chemical engineering; Ion; Electrochemistry; Materials science; Organic chemistry; Electrode; Physical chemistry; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006578105,0.00009921412,0.0002449202,0.00003643914,0.00003784593,0.000005352471,0.0001392132,0.00007034613,0.00002055099],"category_scores_gemma":[0.00005527532,0.00005289399,0.00008792181,0.0001146221,0.00006398662,0.00002975313,0.000008955692,0.0002097802,5.219877e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003090563,"about_ca_system_score_gemma":0.00002748422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005961114,"about_ca_topic_score_gemma":0.000002172177,"domain_scores_codex":[0.9992002,0.00003481683,0.0003899784,0.00004411317,0.0001765424,0.0001543865],"domain_scores_gemma":[0.9990737,0.0003529392,0.0003240872,0.0001257309,0.00009315125,0.00003038985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001580789,0.00001984154,0.00001553852,0.0007028213,0.0001621995,0.000002498825,0.0001801114,0.001304664,0.9970599,0.000004280621,0.0001339587,0.0002561364],"study_design_scores_gemma":[0.0002254044,0.0002296124,0.0000679121,0.00007238916,0.00005557028,0.00003185107,0.00003046504,0.00008686574,0.9989565,0.00007592221,0.0001200632,0.00004745633],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907584,0.00746955,0.00006397677,0.00004330667,0.0001731442,0.00006095376,0.000008532007,0.000005905723,0.001416274],"genre_scores_gemma":[0.9963114,0.003495569,0.000006065791,0.000002705401,0.00006439095,9.274116e-7,0.000001037351,0.00001273184,0.0001051633],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005553053,"threshold_uncertainty_score":0.2156954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004154982931455425,"score_gpt":0.2179879873579426,"score_spread":0.2138330044264872,"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."}}