{"id":"W4386477653","doi":"10.1038/s41467-023-40818-5","title":"Uncertainty and bias in Liggio et al. (2019) on CO2 emissions from oil sands operations","year":2023,"lang":"en","type":"letter","venue":"Nature Communications","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Environment and Protected Areas","funders":"Alberta Innovates; University of Alberta; Emissions Reduction Alberta","keywords":"Oil sands; Environmental science; Geography; Archaeology; Asphalt","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01723868,0.0004627165,0.0006124895,0.0009786534,0.002854545,0.004200301,0.001362641,0.01743303,0.001888834],"category_scores_gemma":[0.07489012,0.0003340833,0.0006955595,0.001123992,0.003301834,0.002603458,0.00182945,0.01442247,0.002067918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005671895,"about_ca_system_score_gemma":0.003906528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01122366,"about_ca_topic_score_gemma":0.01458407,"domain_scores_codex":[0.9873406,0.00344489,0.001218316,0.001300961,0.00587098,0.0008241599],"domain_scores_gemma":[0.9346418,0.04921662,0.002906466,0.001364969,0.01057771,0.001292545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001522209,0.00004165406,0.004511459,0.0001294508,0.00005330721,0.001805005,0.0008754989,0.0002582191,0.000489485,0.0102705,0.9297016,0.0517116],"study_design_scores_gemma":[0.00008069647,0.00007793411,0.005658287,0.000983163,0.0001048362,0.002376353,0.001790156,0.00113597,0.001888844,0.04252745,0.943227,0.0001492794],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002082869,0.001908601,0.0004468017,0.9825692,0.008959918,0.000008148723,0.0001300439,0.00002783627,0.003866589],"genre_scores_gemma":[0.02974631,0.001467464,0.000622385,0.9439458,0.02097161,0.00002401046,0.00006174397,0.00003933135,0.00312139],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01743303,"threshold_uncertainty_score":0.09116793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02485810311289682,"score_gpt":0.2810661680343149,"score_spread":0.2562080649214181,"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."}}