{"id":"W6968701263","doi":"10.5281/zenodo.6633825","title":"Ovintiv data analysis","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Sustainability and Innovation in Business","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Natural gas; Natural gas industry; Corporation; Petroleum industry; Oil and natural gas; Fossil fuel; Production (economics); Capital (architecture); Cash flow","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001512148,0.0001017672,0.000133746,0.0007809791,0.004312972,0.001293279,0.002047898,0.000022416,0.06937877],"category_scores_gemma":[0.0008760715,0.0001166503,0.00004683459,0.004863896,0.00009700479,0.001194357,0.006813948,0.0002241207,0.002386772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221335,"about_ca_system_score_gemma":0.000003188662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001053704,"about_ca_topic_score_gemma":5.685997e-7,"domain_scores_codex":[0.9984776,0.00008260319,0.000247911,0.0004770302,0.0004529221,0.0002619755],"domain_scores_gemma":[0.9980755,0.00001481774,0.0001560692,0.0009699417,0.0007685856,0.00001509638],"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":[0.0001090296,0.0003812117,0.0003476526,0.0001501332,0.000279112,0.00001832831,0.0002491859,0.002317648,0.0002349098,0.1447942,0.7807342,0.07038438],"study_design_scores_gemma":[0.0002198511,0.00001171779,0.003989799,0.000001603078,0.00007885918,0.000006419283,0.0009689014,0.007604304,0.000002138816,0.0009005654,0.9860749,0.0001409914],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.149154,0.0001190912,0.03437701,0.0178745,0.000970849,0.00146026,0.0007995567,0.004135416,0.7911094],"genre_scores_gemma":[0.9850661,0.000002965284,0.00009016012,0.001349522,0.0004068626,8.489803e-8,0.01180486,0.0004528227,0.0008266184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8359122,"threshold_uncertainty_score":0.9997435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06460685755155564,"score_gpt":0.2537469902786804,"score_spread":0.1891401327271247,"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."}}