{"id":"W4399330283","doi":"10.1021/acsestair.4c00015","title":"Comparing Continuous Methane Monitoring Technologies for High-Volume Emissions: A Single-Blind Controlled Release Study","year":2024,"lang":"en","type":"article","venue":"ACS ES&T Air","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emissions Reduction Alberta","funders":"Environmental Defense Fund; Stanford University","keywords":"Methane; Volume (thermodynamics); Environmental science; Methane emissions; Single blind; Process engineering; Computer science; Chemistry; Engineering; Thermodynamics; Medicine; Physics; Internal medicine; Randomized controlled trial","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009106242,0.001384058,0.001462992,0.0009307736,0.0006888293,0.001408801,0.0009438418,0.001601685,0.001528559],"category_scores_gemma":[0.01180964,0.0006381968,0.00183068,0.0004272883,0.001266072,0.001308541,0.0009271433,0.001406582,0.0005817994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008066584,"about_ca_system_score_gemma":0.0008813752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002231927,"about_ca_topic_score_gemma":0.00296323,"domain_scores_codex":[0.9940556,0.001754369,0.0006030479,0.001268226,0.001942366,0.0003763843],"domain_scores_gemma":[0.9869977,0.004425106,0.002618536,0.001932942,0.003473249,0.0005523786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.07077331,0.04177325,0.03429053,0.003588748,0.001800448,0.0004380329,0.001957218,0.003399159,0.7244648,0.0005289198,0.00213484,0.1148508],"study_design_scores_gemma":[0.004328811,0.5044726,0.1163413,0.0002752743,0.003337373,0.0007089087,0.001486362,0.01046121,0.3496642,0.0006151515,0.007900461,0.0004083596],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797922,0.001139762,0.01477339,0.00006612291,0.0002202885,0.00244583,0.0005009271,0.000195023,0.000866394],"genre_scores_gemma":[0.9688821,0.0009404846,0.0209972,0.0004360923,0.0001434042,0.004655732,0.00106773,0.0001629336,0.002714202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009106242,"threshold_uncertainty_score":0.048159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01931675520421214,"score_gpt":0.2506657577613985,"score_spread":0.2313490025571864,"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."}}