{"id":"W4400690017","doi":"10.1021/cen-10221-buscon18","title":"Business Roundup","year":2024,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Carbon Dioxide Capture Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[],"consensus_categories":[],"category_scores_codex":[0.00005131907,0.0001767376,0.000145072,0.00006758612,0.000007813073,0.0001316944,0.0002658895,0.0001367736,0.00005506212],"category_scores_gemma":[0.00005240586,0.0001681456,0.00007576863,0.0005655374,0.00004183291,0.0001603331,0.00009877064,0.0001585943,0.0004105093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003520559,"about_ca_system_score_gemma":0.00001897284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002188368,"about_ca_topic_score_gemma":0.0000156523,"domain_scores_codex":[0.9992625,0.000006618372,0.0001457765,0.0002005537,0.0001318173,0.0002527766],"domain_scores_gemma":[0.9995914,0.0000244299,0.000006190197,0.0003047206,0.00002394662,0.00004935587],"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":[0.00005757765,0.0001092921,0.005501136,0.001902592,0.0008377383,0.002926237,0.0008116373,0.02793982,0.017567,0.08054288,0.5094618,0.3523423],"study_design_scores_gemma":[0.0007070551,0.00005296597,0.01994397,0.0009935356,0.0001729465,0.0005928116,0.0003868626,0.06329878,0.004449428,0.01688763,0.8909252,0.001588758],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7861934,0.03505244,0.03683107,0.001222763,0.008499226,0.0003939788,0.0001561347,0.02282256,0.1088285],"genre_scores_gemma":[0.9989613,0.0002202078,0.0004132982,0.00004684786,0.0001342156,0.0000192008,0.000006990158,0.00002917378,0.0001687091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3814635,"threshold_uncertainty_score":0.685678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003422370328712398,"score_gpt":0.207734539903613,"score_spread":0.2043121695749006,"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."}}