{"id":"W4414540855","doi":"10.1149/2.002253if","title":"Pennington Corner: United through Science &amp; Technology","year":2025,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Technology transfer; Technology development","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008123263,0.002560095,0.001295526,0.002106793,0.002759556,0.01012502,0.001549212,0.003723433,0.8272869],"category_scores_gemma":[0.002638823,0.001288208,0.0007916632,0.003334325,0.001348228,0.006722976,0.002411309,0.004293134,0.7647445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00160421,"about_ca_system_score_gemma":0.003971923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005211182,"about_ca_topic_score_gemma":0.01282231,"domain_scores_codex":[0.9990446,0.00004420449,0.00006523537,0.0002451269,0.0005448158,0.00005598009],"domain_scores_gemma":[0.998028,0.0003080381,0.0001165039,0.0002672932,0.0009362889,0.0003438689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006362936,0.00005228486,0.00009907541,0.0002874291,0.000007768413,0.0001497937,0.0000722535,0.00006087518,0.001421436,0.007319534,0.8178703,0.1725958],"study_design_scores_gemma":[0.00001072948,0.00001139495,0.00006923064,0.0001047611,0.000003364257,0.0000633683,0.00004033685,0.00005054793,0.0003770156,0.001292843,0.9979698,0.000006473997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0003109974,0.004708535,0.003009231,0.006209922,0.002887509,0.0001119649,0.003330486,0.003915055,0.9755164],"genre_scores_gemma":[0.0006508104,0.003020837,0.001488112,0.0008298109,0.0001507544,0.00006013627,0.0007954274,0.0005253903,0.9924787],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8272869,"threshold_uncertainty_score":0.2463543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04652977975828049,"score_gpt":0.4102267211094207,"score_spread":0.3636969413511402,"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."}}