{"id":"W231066685","doi":"10.5006/c2002-02289","title":"A Laboratory Evaluation of the Variables That Affect the Application of Batch Corrosion Inhibitors – Phase I","year":2002,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada); Nalco (Canada)","funders":"","keywords":"Corrosion; Phase (matter); Affect (linguistics); Materials science; Metallurgy; Computer science; Process engineering; Chemistry; 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":[0.0006327544,0.0006475433,0.0005117838,0.0002423987,0.0003222653,0.0004869328,0.0006022612,0.0004429196,0.001241528],"category_scores_gemma":[0.001294824,0.0002404874,0.0005232951,0.0002756859,0.0003104204,0.0003210277,0.0002530302,0.0006050256,0.0004290958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005933302,"about_ca_system_score_gemma":0.0008087646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003874154,"about_ca_topic_score_gemma":0.003460849,"domain_scores_codex":[0.999405,0.000139921,0.00005782501,0.0001244588,0.0001901906,0.00008271288],"domain_scores_gemma":[0.9984443,0.0005154833,0.0003645568,0.0001788024,0.00039656,0.0001002864],"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":[0.000631982,0.0007162186,0.000721109,0.00007852847,0.00002147025,0.00002084513,0.00002903978,0.0004426344,0.9947876,0.00002449194,0.00008470588,0.002441421],"study_design_scores_gemma":[0.00002238461,0.006677313,0.001872122,0.000005413007,0.00003174424,0.00003274336,0.00002118817,0.0006983394,0.9900254,0.000009680938,0.0005938893,0.000009770862],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947003,0.0006638769,0.00290565,0.00005293474,0.00003269155,0.000203287,0.0004396369,0.00007989104,0.0009217308],"genre_scores_gemma":[0.987974,0.000686308,0.007517912,0.00006708787,0.00002408992,0.0001759115,0.0008292266,0.00003446495,0.002690885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003874154,"threshold_uncertainty_score":0.007703185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04208563093500502,"score_gpt":0.3034048011698602,"score_spread":0.2613191702348552,"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."}}