{"id":"W4388735072","doi":"10.1007/s11696-023-03181-9","title":"Constructing efficacy: a novel perspective on organic corrosion inhibitors and interfacial interactions","year":2023,"lang":"en","type":"article","venue":"Chemical Papers","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Limiting; Biochemical engineering; Corrosion; Computer science; Nanotechnology; Combinatorial chemistry; Risk analysis (engineering); Chemistry; Engineering; Materials science; Business; Organic chemistry; Mechanical engineering","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":[0.00009004595,0.0001356573,0.0001419767,0.00008108834,0.0001405742,0.00006259634,0.00007695795,0.00007135323,0.0005813551],"category_scores_gemma":[0.0003072853,0.0001225819,0.00005366303,0.0002453008,0.0001771752,0.0001068573,0.0001207345,0.0002047185,0.0002579687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002379708,"about_ca_system_score_gemma":0.00001922353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001144621,"about_ca_topic_score_gemma":0.000007826846,"domain_scores_codex":[0.9990464,0.00001645658,0.000186086,0.0003674351,0.000172384,0.0002112148],"domain_scores_gemma":[0.9995057,0.0001546709,0.00005953854,0.0001200257,0.00005542405,0.0001046208],"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":[0.0000538012,0.00005193374,0.0001145378,0.000004221171,4.143349e-7,0.000002130082,0.000615458,0.000001183364,0.9974984,0.0004287107,0.0004220375,0.0008071854],"study_design_scores_gemma":[0.0005175035,0.00005604355,0.0001963557,0.00009555076,0.00001302352,0.00002399263,0.004177483,0.00005718015,0.9944169,0.00004528074,0.0002459567,0.0001547523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995565,0.00000366535,0.00004066801,0.0004755943,0.0007903112,0.0001247251,0.00001985976,0.0002405236,0.002739643],"genre_scores_gemma":[0.9994926,0.000002962494,0.00007157556,0.0001035933,0.0001357024,0.00001086855,0.00002078288,0.00001711333,0.0001447963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003927596,"threshold_uncertainty_score":0.636543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02068198924962454,"score_gpt":0.2837149224813853,"score_spread":0.2630329332317607,"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."}}