{"id":"W1599465858","doi":"10.5006/c2005-05282","title":"The Design and Synthesis of Improved Corrosion Inhibitors","year":2005,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada)","funders":"","keywords":"Corrosion; Materials science; Metallurgy; Forensic engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003564281,0.0007419766,0.0005336659,0.0003741691,0.0002162909,0.0005030917,0.0008430022,0.0004191885,0.002368273],"category_scores_gemma":[0.00034883,0.0003378559,0.0002791154,0.0003357135,0.0002179335,0.0003789644,0.0003098891,0.001089701,0.001197263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909495,"about_ca_system_score_gemma":0.000378154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008431716,"about_ca_topic_score_gemma":0.001278866,"domain_scores_codex":[0.9997255,0.00003910108,0.00002550205,0.00006306716,0.00008311428,0.00006367684],"domain_scores_gemma":[0.9997631,0.00001690966,0.00005754349,0.00002608037,0.00008548897,0.00005088002],"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":[0.0001990663,0.0003365969,0.0001230221,0.0005483397,0.00004293818,0.0001683086,0.0000873051,0.002580608,0.961664,0.002995857,0.001278789,0.02997511],"study_design_scores_gemma":[0.00006578089,0.0009154262,0.0002128242,0.00002441984,0.00004796106,0.0001958858,0.00001829521,0.001436815,0.9661912,0.0001360353,0.03073759,0.00001783664],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8180129,0.0207645,0.11871,0.001027282,0.0005665622,0.001620507,0.001924265,0.001168695,0.0362053],"genre_scores_gemma":[0.9168825,0.01219212,0.04856179,0.0003591143,0.00008131079,0.0003332191,0.001745548,0.000135628,0.01970882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002368273,"threshold_uncertainty_score":0.007922649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137379159580733,"score_gpt":0.2157916616158161,"score_spread":0.1944178700200088,"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."}}