{"id":"W7035926335","doi":"","title":"Alternative Materials and Manufacturing Technologies for Fabrication of Proton Exchange Membranes","year":2011,"lang":"en","type":"article","venue":"NPARC","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fabrication; Membrane; Proton; Manufacturing process; Work (physics)","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":[0.00315966,0.0004249689,0.0005018196,0.001505282,0.001405979,0.002081219,0.001188398,0.00225382,0.03252699],"category_scores_gemma":[0.005841068,0.000529401,0.0005730513,0.0008794558,0.0007326081,0.002190776,0.001244019,0.001425713,0.0149056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007553624,"about_ca_system_score_gemma":0.001428189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003634553,"about_ca_topic_score_gemma":0.001277001,"domain_scores_codex":[0.9963323,0.0005845235,0.000177438,0.0002592583,0.002463954,0.0001825095],"domain_scores_gemma":[0.9957114,0.000820214,0.0003908165,0.0006411422,0.002222444,0.0002138499],"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":[0.000480258,0.000232171,0.002355694,0.00227064,0.00009109172,0.002219498,0.0007020666,0.0005218732,0.6087534,0.02098939,0.04779792,0.313586],"study_design_scores_gemma":[0.00008980303,0.0002681834,0.005743041,0.0002220166,0.0000745451,0.002445869,0.0004922516,0.002481372,0.4917095,0.006041232,0.4903414,0.00009076105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3652845,0.05984836,0.2304043,0.03583075,0.03835945,0.002211635,0.002566885,0.002782747,0.2627113],"genre_scores_gemma":[0.5024163,0.03088148,0.1954922,0.00212417,0.004176019,0.0006111277,0.002359355,0.0007237708,0.2612156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03252699,"threshold_uncertainty_score":0.1088136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01881220947323846,"score_gpt":0.2622386275687866,"score_spread":0.2434264180955482,"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."}}