{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001519929,0.00008898617,0.0001174107,0.00003408758,0.000133579,0.00001936776,0.0001960485,0.00006001002,0.001428507],"category_scores_gemma":[0.00009573523,0.00004691193,0.0000599678,0.0003303408,0.0001317175,0.0001680171,0.00006088952,0.00005631262,0.00002759567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004475116,"about_ca_system_score_gemma":0.00003528861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005752092,"about_ca_topic_score_gemma":0.00002244372,"domain_scores_codex":[0.9984193,0.000319413,0.0002600736,0.0001725145,0.0007264357,0.00010226],"domain_scores_gemma":[0.9988459,0.00009834399,0.0002671018,0.0004461686,0.000320017,0.00002250967],"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":[0.00001124012,0.0001896917,0.0007402846,0.00001094107,2.103521e-7,1.671008e-8,0.0002375996,0.00007775473,0.9935084,0.000262416,0.002225993,0.002735459],"study_design_scores_gemma":[0.000586474,0.00006697395,0.0008132717,0.00003704745,0.00006612406,8.92257e-7,0.0001872315,0.0103974,0.9874148,0.0001284064,0.0002420865,0.00005925183],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940516,0.00009701942,0.003844357,0.0001741681,0.0003564508,0.0007197597,0.00003514829,0.00002631494,0.0006951288],"genre_scores_gemma":[0.9996765,0.00000965277,0.00006866246,0.00005137631,0.00003457227,0.00008504224,0.000005302476,0.000007332844,0.0000615931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01031965,"threshold_uncertainty_score":0.9994843,"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."}}