{"id":"W6964264421","doi":"10.22059/ijmge.2022.341102.594964","title":"A new approach to analyzing the type of moisture inside the filter cake of hematite concentrate","year":2023,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Coagulation and Flocculation Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Iron Ore Company (Canada)","funders":"","keywords":"Dewatering; Moisture; Filter cake; Filtration (mathematics); Porosity; Void (composites); Filter press; Filter (signal processing)","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":[0.0008477051,0.0001313441,0.0003402108,0.0001205853,0.0001858046,0.0001554398,0.001107768,0.00003364082,0.005500111],"category_scores_gemma":[0.0001925659,0.00007706482,0.0001003464,0.001814504,0.0001464463,0.0003982981,0.000890206,0.0001332642,0.00004833388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003505848,"about_ca_system_score_gemma":0.00002940381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001136535,"about_ca_topic_score_gemma":0.0001344721,"domain_scores_codex":[0.9984838,0.0001405374,0.0005099589,0.0001975602,0.0005001033,0.000168069],"domain_scores_gemma":[0.9987968,0.0002359739,0.0004456516,0.0003651379,0.00007020602,0.00008624298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006458709,0.00004873937,0.7710432,0.00002910294,0.0001464821,0.000001187198,0.002835447,0.02789876,0.03894107,0.0001581135,0.1521832,0.006650085],"study_design_scores_gemma":[0.000141409,0.000002985389,0.9850662,0.00005328365,0.00003729486,0.000001289752,0.0002992293,0.0008687933,0.002796334,0.0008669342,0.009767031,0.0000992632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9687577,0.002011493,0.001966064,0.0009317962,0.0002338136,0.0006877925,0.00002023718,0.00002118473,0.02536992],"genre_scores_gemma":[0.9976111,0.0006704056,0.0002631692,0.0002557727,0.00003841695,0.000008853519,0.000003767319,0.000011742,0.001136776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2140229,"threshold_uncertainty_score":0.995409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3169705482128918,"score_gpt":0.5185248664072162,"score_spread":0.2015543181943243,"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."}}