{"id":"W3113248704","doi":"10.1016/s0167-9244(07)80007-2","title":"Chapter 5 Mineral constituents","year":2007,"lang":"en","type":"book-chapter","venue":"Techniques and instrumentation in analytical chemistry","topic":"Radioactive element chemistry and processing","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Chemistry; Mineral; Environmental chemistry; Organic chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001424696,0.000457997,0.0004285309,0.00007810732,0.00007828973,0.00007070026,0.0001733476,0.0006493981,0.008711818],"category_scores_gemma":[0.00001529215,0.0004966044,0.0001152083,0.00003502094,0.0003869685,0.0001389323,0.00008528813,0.0007395896,0.000008062868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002178864,"about_ca_system_score_gemma":0.00004561473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000941232,"about_ca_topic_score_gemma":0.000001767827,"domain_scores_codex":[0.9981111,0.000001899206,0.00065567,0.0005846937,0.000336893,0.0003097441],"domain_scores_gemma":[0.9991994,0.00004482732,0.0002651456,0.0002538453,0.00006471344,0.0001720646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001016983,0.0004206354,0.00661913,0.009275382,0.0008981007,0.001403671,0.0003233583,0.000002403204,0.2551271,0.1908595,0.002623579,0.5314302],"study_design_scores_gemma":[0.001274628,0.0000306735,0.00001025704,0.0018256,0.0001862432,0.0002710325,0.0001079052,0.0002853636,0.672467,0.009878479,0.3122547,0.001408166],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009615419,0.0002445425,0.00003560773,0.00007165979,0.00001865011,0.00007541062,0.00005472363,0.0001399615,0.989744],"genre_scores_gemma":[0.306737,0.00156431,0.002452915,0.0002723919,0.0008992141,0.00003838594,0.0008927799,0.0001461913,0.6869968],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.530022,"threshold_uncertainty_score":0.9997486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03154172367751209,"score_gpt":0.3014926963714709,"score_spread":0.2699509726939588,"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."}}