{"id":"W1908083040","doi":"10.1109/ccece.1993.332179","title":"Prediction of natural gas consumption","year":2002,"lang":"en","type":"article","venue":"","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Consumption (sociology); Payment; Computer science; Order (exchange); Plan (archaeology); Natural gas; Operations research; Business; Engineering; Finance; Geography; World Wide Web","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":[0.0002693011,0.0004899624,0.0004492088,0.0005864553,0.0002398773,0.0005676859,0.0004974109,0.0004904657,0.001768966],"category_scores_gemma":[0.001220753,0.0001938698,0.0003082775,0.0008364246,0.0001482659,0.0006843213,0.0002820026,0.000363915,0.0007250306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004858121,"about_ca_system_score_gemma":0.0004771565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.025483,"about_ca_topic_score_gemma":0.03351257,"domain_scores_codex":[0.9998185,0.00002524063,0.000007454501,0.0000779096,0.00005217973,0.00001869916],"domain_scores_gemma":[0.9995245,0.0001977042,0.00004792158,0.00005332662,0.0001393051,0.00003727068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004459075,0.0001919308,0.1010034,0.00009689417,0.00008056531,0.0001652779,0.0001210083,0.7256528,0.006387449,0.001332327,0.007865637,0.1566568],"study_design_scores_gemma":[0.000007111868,0.0000237851,0.009156578,0.000004233218,0.000007861947,0.00001661434,0.00002530825,0.9872277,0.002146163,0.0004527784,0.0009236186,0.000008261438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6371055,0.0004874753,0.3383226,0.0004156149,0.00009080544,0.0001136353,0.005621728,0.00455571,0.01328687],"genre_scores_gemma":[0.956323,0.0002135437,0.03532112,0.00002104081,0.00002088332,0.00005150774,0.003160205,0.00007501784,0.004813669],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.025483,"threshold_uncertainty_score":0.05066937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01332054437843797,"score_gpt":0.1804598419153109,"score_spread":0.1671392975368729,"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."}}