{"id":"W4411657842","doi":"10.51847/556tu1n","title":"10.51847/556tU1N","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anode; Glucose oxidase; Proton exchange membrane fuel cell; Graphite; Cylinder; Membrane; Fuel cells; Materials science; Membrane electrode assembly; Chemical engineering; Chemistry; Electrode; Nanotechnology; Composite material; Biochemistry; Mechanical engineering; Engineering; Biosensor","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004787899,0.00109366,0.0007481563,0.001771803,0.001325799,0.002182551,0.001350323,0.002515228,0.945163],"category_scores_gemma":[0.0007596014,0.0004382676,0.0006225505,0.0014696,0.0005833888,0.001482249,0.002044655,0.001027929,0.9453796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001028105,"about_ca_system_score_gemma":0.0005081383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020379,"about_ca_topic_score_gemma":0.001868406,"domain_scores_codex":[0.9996105,0.00002734315,0.00002241931,0.000118044,0.0001328368,0.00008893805],"domain_scores_gemma":[0.9994012,0.00007338067,0.00003303431,0.0001274913,0.0002214624,0.0001434539],"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":[0.0002958685,0.0001955284,0.0009938638,0.0003509287,0.00002158591,0.000341319,0.0001046078,0.000447636,0.01465793,0.007538965,0.2216084,0.7534434],"study_design_scores_gemma":[0.000026797,0.00006314366,0.0009537032,0.0001212079,0.00001121762,0.0003765798,0.00005509006,0.0006024331,0.002711403,0.001017495,0.9940423,0.00001862748],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001901253,0.0005519917,0.002669502,0.0004156302,0.0008857801,0.0001055846,0.001225362,0.00190305,0.9903419],"genre_scores_gemma":[0.004862688,0.000210889,0.001370493,0.0002514023,0.00008240754,0.00006486081,0.001500901,0.0003600128,0.9912965],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05483699,"threshold_uncertainty_score":0.07821822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002910276345572854,"score_gpt":0.1415637701900339,"score_spread":0.138653493844461,"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."}}