{"id":"W4313193621","doi":"10.2139/ssrn.4265702","title":"Titanium Porous-Transport Layers for Pem Water Electrolysis Prepared by Tape Casting","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Metallurgy and Material Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Electrolysis; Tape casting; Materials science; Porosity; Titanium; Composite material; Electrolyte; Metallurgy; Electrode; Chemistry; Ceramic","routes":{"ca_aff":true,"ca_fund":false,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004829101,0.0002056597,0.0002811609,0.00008080011,0.001311683,0.00009963341,0.0005726443,0.00005063391,0.00218932],"category_scores_gemma":[0.0000359576,0.0001616771,0.0001523023,0.0001682227,0.00005768225,0.0003444738,0.00008439593,0.0006547223,0.00004639672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000800418,"about_ca_system_score_gemma":0.0009179282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001556343,"about_ca_topic_score_gemma":0.0002671417,"domain_scores_codex":[0.9953132,0.0001677476,0.0004391989,0.000431664,0.0005587803,0.003089437],"domain_scores_gemma":[0.9993524,0.00003806009,0.0001957906,0.0002081399,0.00007837365,0.0001272116],"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":[0.0002587417,0.00005819248,0.0000433378,0.000008176809,0.00003819494,0.000008231862,0.0002810133,0.0003781722,0.9942752,0.003795351,0.0004213617,0.0004340784],"study_design_scores_gemma":[0.002485777,0.002819506,0.00004965502,0.00001298581,0.0002598562,0.002481697,0.003541033,0.0004902173,0.7935872,0.05780534,0.1352677,0.001199016],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835048,0.0005225158,0.01341255,0.0005972479,0.0009506041,0.0002961151,0.00004224078,0.00008249026,0.0005914031],"genre_scores_gemma":[0.9937951,0.0001383791,0.0003274193,0.0001829879,0.0002191158,0.00008334838,0.00003313182,0.00003217729,0.005188315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2006879,"threshold_uncertainty_score":0.9999885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006539734462456974,"score_gpt":0.2175406374302121,"score_spread":0.2110009029677551,"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."}}