{"id":"W1971255628","doi":"10.1366/000370206778999148","title":"Nondestructive Identification of Arsenic and Cobalt Minerals from Cobalt City, Ontario, Canada: Arsenolite, Erythrite, and Spherocobaltite on Pararammelsbergite","year":2006,"lang":"en","type":"article","venue":"Applied Spectroscopy","topic":"Arsenic contamination and mitigation","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cobalt; Arsenic; Environmental chemistry; Mineralogy; Chemistry; Metallurgy; Environmental science; Nuclear chemistry; Materials 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":[0.0001137705,0.0002069185,0.0002497951,0.00003406144,0.0001256432,0.00004056583,0.0001038058,0.00008156234,0.000437894],"category_scores_gemma":[0.000009183182,0.0002183981,0.00002534244,0.0001573855,0.0002274304,0.0001268379,0.00007423322,0.000139443,0.00001521515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005271753,"about_ca_system_score_gemma":0.00008443933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7729238,"about_ca_topic_score_gemma":0.9427272,"domain_scores_codex":[0.9984575,0.00002613562,0.0004139665,0.0004875449,0.0003613934,0.0002534889],"domain_scores_gemma":[0.9992843,0.00008138768,0.0002740664,0.000247248,0.00001561952,0.00009737069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001298184,0.0001247555,0.09115591,0.00001115335,0.00003475765,0.000006534405,0.0005686102,0.0001552179,0.88065,0.01867066,0.005243338,0.003249249],"study_design_scores_gemma":[0.0009202342,0.00005208251,0.8497127,0.0000151778,0.00003597347,0.00000528251,0.0001485884,0.0001715979,0.1336604,0.01214789,0.002863184,0.0002668893],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968504,0.00004809201,0.0003198139,0.0001600128,0.00007542671,0.0004064951,0.00006678751,0.00002366252,0.03039573],"genre_scores_gemma":[0.9966041,0.00002332021,0.001442653,0.0002141455,0.00003906425,0.00002641746,0.0001010483,0.00001398411,0.001535265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7585568,"threshold_uncertainty_score":0.8906016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003659870561353753,"score_gpt":0.1843182954325148,"score_spread":0.180658424871161,"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."}}