{"id":"W2787984795","doi":"","title":"Rank and file: : Assessing graphite projects on credentials","year":2015,"lang":"en","type":"article","venue":"Industrial Minerals","topic":"Graphite, nuclear technology, radiation studies","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Graphite; Economic shortage; Weighting; Product (mathematics); Rank (graph theory); Engineering; Statistics; Operations management; Mathematics; Metallurgy; Materials science; Physics; Combinatorics","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":[0.0007474466,0.0002088852,0.000355673,0.0003689784,0.0001736657,0.0002252986,0.0002092237,0.0002798905,0.0004008878],"category_scores_gemma":[0.001679342,0.000180772,0.00004942788,0.0004510897,0.0002731144,0.0002615406,0.0001203959,0.0002156355,0.0001459525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000372523,"about_ca_system_score_gemma":0.00007256876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009016847,"about_ca_topic_score_gemma":0.00001003448,"domain_scores_codex":[0.9983272,0.0001929886,0.0003592283,0.0004152994,0.0003555744,0.000349727],"domain_scores_gemma":[0.9990482,0.0002180244,0.000218666,0.0002963094,0.0000819754,0.0001368257],"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":[0.00008461145,0.00007754289,0.002614277,0.00000583969,0.00002986559,0.00002211569,0.0004013314,0.00001422848,0.3719231,0.0007587179,0.6200347,0.004033686],"study_design_scores_gemma":[0.01382973,0.001646572,0.01512634,0.000482972,0.0002321381,0.0001389642,0.004196614,0.0001463181,0.1258099,0.006418327,0.8299253,0.002046816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914663,0.0001795129,0.000004039915,0.001353432,0.001076081,0.0003817884,0.0001581289,0.0002853647,0.005095301],"genre_scores_gemma":[0.9970405,0.00001343654,0.0004756363,0.0002712077,0.0005346552,0.00005518692,0.00001845389,0.0000266473,0.001564288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2461132,"threshold_uncertainty_score":0.7371669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1489206448744771,"score_gpt":0.310949093120727,"score_spread":0.1620284482462498,"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."}}