{"id":"W4402383721","doi":"10.62053/jxun4592","title":"Physicochemical properties of steelmaking slags for the mitigation of CO2 emissions in steel sector","year":2024,"lang":"en","type":"article","venue":"","topic":"Iron and Steelmaking Processes","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Steelmaking; Metallurgy; Environmental science; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007106582,0.00006989688,0.0001116851,0.00004479799,0.00001545401,0.00001334043,0.00008137393,0.00003820779,0.00002076791],"category_scores_gemma":[0.0000327831,0.00004347551,0.00004741883,0.0001519336,0.00003423584,0.00006109282,0.00001277445,0.00006998229,9.288917e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001682258,"about_ca_system_score_gemma":0.00002435789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007744774,"about_ca_topic_score_gemma":0.00001053642,"domain_scores_codex":[0.9995583,0.000005001752,0.0001800079,0.00007497897,0.00008603555,0.00009564978],"domain_scores_gemma":[0.9997491,0.0001105582,0.00001416033,0.00008387132,0.00003123618,0.00001103602],"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":[0.00001086169,0.00001752064,0.00005069941,0.002318172,0.00002920826,2.460846e-7,0.001898608,0.004107187,0.9658353,0.02206079,0.0007100273,0.00296136],"study_design_scores_gemma":[0.0001099862,0.00001386665,0.0001456975,0.0005613858,0.00001465584,7.714802e-7,0.000564665,0.1060279,0.8837743,0.00006846491,0.008650079,0.00006819842],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732439,0.004940767,0.00644513,0.000254278,0.0003618408,0.0004941055,0.00001898654,0.0002431118,0.01399791],"genre_scores_gemma":[0.9980775,0.00002371161,0.0002585881,0.00001099444,0.00003856446,0.00003513301,0.000001600055,0.00001616554,0.001537742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1019207,"threshold_uncertainty_score":0.177288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02366974881682182,"score_gpt":0.2433808416878874,"score_spread":0.2197110928710655,"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."}}