{"id":"W4391431803","doi":"10.1002/ente.202301375","title":"Progress and Complexities in Metal–Air Battery Technology","year":2024,"lang":"en","type":"article","venue":"Energy Technology","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Battery (electricity); Nanotechnology; Materials science; Engineering; Environmental science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.00004764469,0.0002272273,0.0003133918,0.001481034,0.00003540386,0.0000278161,0.0002500441,0.0004262099,0.00002934719],"category_scores_gemma":[0.00001301865,0.0002126616,0.00002220123,0.0008563758,0.0004898692,0.000131268,0.0002094988,0.0002675586,0.0000144117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004704288,"about_ca_system_score_gemma":0.000008000888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005600741,"about_ca_topic_score_gemma":0.00003977785,"domain_scores_codex":[0.998985,0.000007158092,0.0002457926,0.0003153334,0.00005714384,0.0003896079],"domain_scores_gemma":[0.9996331,0.00002590035,0.00001571635,0.0002965217,0.00001178446,0.0000170096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003194963,0.00001998592,0.001083422,0.0001931342,0.00007512874,0.0003157313,0.00002971148,0.0005210356,0.02516329,0.8071532,0.0002984251,0.1651438],"study_design_scores_gemma":[0.0002910923,0.0001356138,0.0004538593,0.0002440546,0.00001846094,0.0002939151,0.0004749737,0.004389897,0.2897971,0.5877004,0.1155822,0.0006184381],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449629,0.03010306,0.004692475,0.005437559,0.0007524216,0.000115471,0.00001680388,0.01240529,0.001513982],"genre_scores_gemma":[0.9963285,0.000409152,0.002863584,0.00003145638,0.00002447153,0.0001962391,0.000005637231,0.00004979282,0.00009111608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2646338,"threshold_uncertainty_score":0.8672089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005361580350689542,"score_gpt":0.2052943324452655,"score_spread":0.1999327520945759,"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."}}