{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009117579,0.0001748609,0.0003034002,0.0001017088,0.00002779581,0.00004462053,0.0000652894,0.0001686913,0.0001796815],"category_scores_gemma":[0.000003403246,0.0001655757,0.00002846337,0.00001418332,0.00003593705,0.00005887964,0.00002626743,0.0001300934,0.00003541242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000261706,"about_ca_system_score_gemma":0.000006067522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002917816,"about_ca_topic_score_gemma":0.000005194518,"domain_scores_codex":[0.999374,0.000002404997,0.0002607747,0.000139174,0.0001189056,0.0001046944],"domain_scores_gemma":[0.999687,0.00001863754,0.00006839422,0.0001361755,0.00004647101,0.00004336131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000681575,0.00004618171,0.004163137,0.04236382,0.002269412,0.00004024985,0.004721005,0.1669515,0.009526414,0.598224,0.152839,0.01878715],"study_design_scores_gemma":[0.001520275,0.0002677182,0.0003916688,0.01215133,0.0005953257,0.0001430866,0.0002621316,0.5365222,0.008128737,0.01424188,0.4220401,0.00373557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03925214,0.001284699,0.001604201,0.0000027393,0.0003906163,0.000101197,0.000006449637,0.0001949791,0.957163],"genre_scores_gemma":[0.734179,0.00006598635,0.0003015614,0.000002771637,0.0002771039,0.000002043041,0.00002640263,0.00005346733,0.2650917],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6949269,"threshold_uncertainty_score":0.6751981,"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."}}