{"id":"W4413768242","doi":"10.5539/ijc.v17n2p90","title":"Develop Energy Production New Channels","year":2025,"lang":"en","type":"article","venue":"International Journal of Chemistry","topic":"Global Energy Security and Policy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Production (economics); Energy (signal processing); Biochemical engineering; Microeconomics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007904789,0.0005253722,0.0002329508,0.001245681,0.001108455,0.00411506,0.000732137,0.001194091,0.08009598],"category_scores_gemma":[0.001304658,0.0002779618,0.0005412976,0.001043515,0.0008499617,0.006097464,0.002329753,0.00163376,0.0259256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001960001,"about_ca_system_score_gemma":0.003290159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00206852,"about_ca_topic_score_gemma":0.003278229,"domain_scores_codex":[0.9994802,0.0000521219,0.00001766079,0.0001021911,0.0001866059,0.000161324],"domain_scores_gemma":[0.9993308,0.00008203478,0.0000358713,0.0001276158,0.0002484165,0.0001753201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001009988,0.0002720428,0.001811158,0.0003337244,0.00001655655,0.0002822518,0.0003968184,0.001356624,0.003498828,0.5050566,0.1468222,0.3400522],"study_design_scores_gemma":[0.00001339651,0.00003755246,0.0005983805,0.00007376097,0.000003706365,0.00007306393,0.0001791157,0.0005059483,0.001048099,0.01917794,0.9782801,0.000008880497],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01542557,0.0038467,0.03036954,0.01881582,0.002905683,0.0002652684,0.0006113148,0.001321798,0.9264383],"genre_scores_gemma":[0.1630962,0.01399546,0.03549446,0.005813976,0.0009660821,0.0002497531,0.0009081714,0.0006679674,0.7788079],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08009598,"threshold_uncertainty_score":0.2679477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008529797147885598,"score_gpt":0.264124790476388,"score_spread":0.2555949933285024,"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."}}