{"id":"W4385294312","doi":"10.1016/j.matlet.2023.134963","title":"Patterned polypyrrole for reversible zinc anodes via electrochemical additive manufacturing","year":2023,"lang":"en","type":"article","venue":"Materials Letters","topic":"Advanced battery technologies research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Polypyrrole; Materials science; Electrochemistry; Anode; Overpotential; Electrode; Chemical engineering; Porosity; Stripping (fiber); Zinc; Cathodic protection; Nanotechnology; Composite material; Metallurgy; Polymerization; Polymer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001109013,0.0004094845,0.0002265778,0.0002806425,0.000172024,0.0004495416,0.0007622481,0.0003590017,0.001485756],"category_scores_gemma":[0.0002634183,0.0002753442,0.0002291265,0.0002221004,0.000157074,0.0004118238,0.0004151606,0.0005633955,0.0009162622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003791293,"about_ca_system_score_gemma":0.0001745588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003646697,"about_ca_topic_score_gemma":0.001450422,"domain_scores_codex":[0.9997545,0.00001118184,0.00001670671,0.00005122233,0.000129078,0.00003729451],"domain_scores_gemma":[0.9999069,0.00001702152,0.00002241435,0.00002746095,0.00001781067,0.000008389387],"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":[0.00002153953,0.00001512828,0.00003971194,0.00008254104,0.000005057211,0.00009126627,0.00002190307,0.0002393783,0.9914159,0.0007855099,0.0002553928,0.007026682],"study_design_scores_gemma":[0.000004716418,0.00004030673,0.0002051817,0.000003252406,0.000003822267,0.00005802979,0.000006203554,0.001190219,0.9955968,0.00006897993,0.002817816,0.0000047186],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8858564,0.004931127,0.07088751,0.0005863528,0.000725059,0.0002339456,0.0009733306,0.001643665,0.03416252],"genre_scores_gemma":[0.9562585,0.001486429,0.03341013,0.0000564846,0.00003688371,0.00006838347,0.0002227204,0.00008401305,0.008376424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001485756,"threshold_uncertainty_score":0.004970372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112790821966765,"score_gpt":0.2399876550935666,"score_spread":0.228859746873899,"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."}}