{"id":"W2936098869","doi":"10.1201/9780203747919-23","title":"Comparing systems — Validation of FragScan, WipFrag and Split","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Mineral Processing and Grinding","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006237788,0.0009750674,0.0006176638,0.002525178,0.0007636764,0.001323622,0.00240724,0.001144338,0.005168957],"category_scores_gemma":[0.009102929,0.0004750825,0.0004434133,0.001605134,0.0009845903,0.001605596,0.001748188,0.0007610802,0.002571644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558049,"about_ca_system_score_gemma":0.001244365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00588649,"about_ca_topic_score_gemma":0.008818229,"domain_scores_codex":[0.9934335,0.0007879623,0.0003018373,0.000720772,0.004525396,0.0002305033],"domain_scores_gemma":[0.9915491,0.001923597,0.000407399,0.001206434,0.004748421,0.0001649512],"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":[0.004548552,0.001312374,0.04838363,0.0013228,0.0002613157,0.0004166876,0.00210456,0.02330762,0.5152396,0.004110998,0.01333531,0.3856565],"study_design_scores_gemma":[0.0002589932,0.004566662,0.07967201,0.0001987858,0.0001648072,0.001062969,0.0009429141,0.05496501,0.8162044,0.001396169,0.0403709,0.000196302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.754135,0.002001159,0.2118772,0.0003657923,0.0002529445,0.001975205,0.004367967,0.006309403,0.01871525],"genre_scores_gemma":[0.7042474,0.001099648,0.2587371,0.0003393598,0.00006599336,0.001564701,0.01062268,0.001767915,0.02155534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006237788,"threshold_uncertainty_score":0.03298897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821709667190369,"score_gpt":0.2114720901163864,"score_spread":0.1832549934444827,"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."}}