{"id":"W4384209726","doi":"10.1007/978-3-030-85040-1_260","title":"Quality Assurance","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of earth sciences series/Encyclopedia of earth sciences","topic":"Scientific Measurement and Uncertainty Evaluation","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Imperial Metals (Canada); Barrick Gold (Canada)","funders":"","keywords":"Quality assurance; Quality (philosophy); Business; Philosophy; Epistemology; Marketing","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":["metaresearch","metaepi_narrow","sts","open_science","insufficient_payload"],"consensus_categories":["metaresearch","sts","insufficient_payload"],"category_scores_codex":[0.04090197,0.001250255,0.002638246,0.002924931,0.001584227,0.0006642092,0.00691502,0.0007074947,0.006668536],"category_scores_gemma":[0.01463048,0.0009709349,0.001082213,0.005058703,0.0107142,0.003191297,0.0009692994,0.0007929018,0.001598674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001901168,"about_ca_system_score_gemma":0.004636104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000249609,"about_ca_topic_score_gemma":0.005884345,"domain_scores_codex":[0.9703045,0.0007483484,0.005597289,0.003687802,0.01802479,0.001637305],"domain_scores_gemma":[0.9824286,0.005888924,0.005799161,0.002282996,0.002984478,0.0006158152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005862308,0.0005660423,0.1346279,0.0007814523,0.0003953616,0.00007656939,0.006719233,0.009874033,0.001832839,0.6852515,0.06645208,0.0928368],"study_design_scores_gemma":[0.0009152317,0.001963934,0.05971792,0.0008660434,0.0001520572,0.0000207709,0.001830793,0.0007255962,0.000609909,0.2571371,0.6737993,0.002261341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01504834,0.001080357,0.0002225822,0.001028855,0.008898642,0.001342513,0.0003964581,0.0001894659,0.9717928],"genre_scores_gemma":[0.01382059,0.006951164,0.008132725,0.0001299178,0.0008953373,0.00004344972,0.00004882138,0.00008330086,0.9698947],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6073472,"threshold_uncertainty_score":0.9997156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1807031835087718,"score_gpt":0.3758355660398783,"score_spread":0.1951323825311066,"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."}}