{"id":"W3038425959","doi":"10.1002/jeq2.20117","title":"Global Research Alliance N<sub>2</sub>O chamber methodology guidelines: Design considerations","year":2020,"lang":"en","type":"article","venue":"Journal of Environmental Quality","topic":"Radioactivity and Radon Measurements","field":"Health Professions","cited_by":90,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Alliance; Environmental science; Systems engineering; Engineering; Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.01402032,0.0001730748,0.000531446,0.00004319178,0.0007390802,0.00001379981,0.000183199,0.0002463521,0.0006401679],"category_scores_gemma":[0.004624782,0.0001475133,0.0001580478,0.0001900719,0.0002792317,0.0003002853,0.0001230905,0.001206508,0.0003077062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000646299,"about_ca_system_score_gemma":0.0003874715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002264903,"about_ca_topic_score_gemma":0.00002871571,"domain_scores_codex":[0.9845937,0.01214158,0.001536392,0.0002823717,0.0009469099,0.0004990471],"domain_scores_gemma":[0.9958122,0.002538393,0.0007938251,0.0002447246,0.0001817596,0.0004290918],"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":[0.001677827,0.0008843483,0.08396803,0.0002191096,0.0005383737,0.0002969177,0.005991071,0.00152266,0.7002671,0.002592813,0.1935928,0.008448945],"study_design_scores_gemma":[0.01402951,0.003220863,0.7601349,0.0007452648,0.000369086,0.0005503717,0.03886902,0.0008007913,0.05951791,0.03633452,0.083753,0.001674754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9168788,0.001177127,0.05693419,0.02290105,0.0007577002,0.000692669,0.00009123542,0.00002107238,0.0005462241],"genre_scores_gemma":[0.9567523,0.0009152773,0.03440283,0.006891754,0.0009561262,0.0000154858,0.000002942668,0.00001972665,0.0000435652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6761668,"threshold_uncertainty_score":0.7009389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7991283300483258,"score_gpt":0.5883165743528319,"score_spread":0.2108117556954939,"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."}}