{"id":"W4414337854","doi":"10.3989/revmetalm.e260.2344","title":"Effect of further grinding process on reduction of scale with carbonized almond shells","year":2025,"lang":"en","type":"article","venue":"Revista de Metalurgia","topic":"Soil Mechanics and Vehicle Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Phytronix (Canada)","funders":"Firat University Scientific Research Projects Management Unit; Firat Üniversitesi","keywords":"Mill scale; Carbonization; Mill; Steel mill; Reduction (mathematics); Grinding; Direct reduced iron; Shell (structure); Coke","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":[0.0001303162,0.0003784259,0.0002172843,0.0002492043,0.0001718523,0.0002549974,0.0002044192,0.0002919342,0.001885613],"category_scores_gemma":[0.0003050076,0.0001662885,0.0003995712,0.0002295014,0.000174712,0.0002811824,0.00014994,0.0004927764,0.000313185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001527424,"about_ca_system_score_gemma":0.0001370005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255285,"about_ca_topic_score_gemma":0.004150936,"domain_scores_codex":[0.9998887,0.000009769865,0.000009647132,0.00003293184,0.00003613649,0.00002284257],"domain_scores_gemma":[0.9998771,0.00003802527,0.00003022047,0.0000149603,0.00002823345,0.00001143196],"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":[0.000102936,0.00003263896,0.000153377,0.0001104473,0.000006399354,0.00005750775,0.00003739457,0.0001504681,0.9973761,0.0000308213,0.00003949608,0.001902349],"study_design_scores_gemma":[0.000004481814,0.0001560708,0.00167609,0.000005839487,0.00001023538,0.00003455098,0.00002016129,0.0005354308,0.9968565,0.00001216428,0.0006832987,0.000005226845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961745,0.0005665892,0.001336285,0.00003291023,0.00002299813,0.00002453544,0.000125242,0.00007351664,0.001643379],"genre_scores_gemma":[0.9930699,0.0006564967,0.003891164,0.00003312334,0.000006483989,0.00002009766,0.0001947287,0.00005462819,0.00207321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001885613,"threshold_uncertainty_score":0.006308019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002698613301854246,"score_gpt":0.2287134196939987,"score_spread":0.2260148063921444,"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."}}