{"id":"W2548522850","doi":"","title":"Reinventing the alumina wheel","year":2012,"lang":"en","type":"article","venue":"Australia's Paydirt","topic":"Bauxite Residue and Utilization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impurity; Product (mathematics); Metallurgy; Engineering; Materials science; Chemistry; Mathematics; Organic chemistry; Geometry","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":[0.0001802442,0.0001070006,0.00008125163,0.0000276144,0.00007403253,0.00002941896,0.0001208548,0.00006605751,0.0001890938],"category_scores_gemma":[0.00001527871,0.0000802218,0.00004950957,0.0001506558,0.00002653729,0.0002036971,0.00001942182,0.0001327788,0.0004206907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002322024,"about_ca_system_score_gemma":0.000003183538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003627391,"about_ca_topic_score_gemma":0.00000750894,"domain_scores_codex":[0.9992973,0.00001804387,0.0001410738,0.00007359726,0.0001192547,0.0003507749],"domain_scores_gemma":[0.9996502,0.00002805266,0.0000201494,0.0002186067,0.0000149274,0.00006802605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001874526,0.0002067039,0.3803777,0.0006116049,0.0004976763,0.00002373801,0.008765194,0.009746243,0.05778918,0.03391691,0.4516218,0.05642453],"study_design_scores_gemma":[0.0003299474,0.00002210348,0.2271129,0.00007601827,0.0001048427,0.00004426751,0.0004078913,0.002895534,0.05082376,0.0002865322,0.7173544,0.0005417331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986254,0.0006897569,0.0007046977,0.0002420762,0.0008891739,0.0001505812,0.000003206909,0.0002938921,0.01077259],"genre_scores_gemma":[0.9965561,0.00005556069,0.0001891601,0.00005864398,0.0004129949,0.00001211126,0.000009824319,0.00002389236,0.002681717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2657327,"threshold_uncertainty_score":0.5407268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04445611708250839,"score_gpt":0.2616890000454274,"score_spread":0.217232882962919,"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."}}