{"id":"W4245652339","doi":"10.1021/cen-09911-buscon18","title":"Business Roundup","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Legal Cases and Commentary","field":"Medicine","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":[0.00003755468,0.0001089039,0.0001741571,0.00001219236,0.00003800402,0.00003681934,0.00007010937,0.00004425118,0.0006803654],"category_scores_gemma":[0.00005534642,0.0000966015,0.00009841384,0.0002663869,0.00002214698,0.00008149811,0.0001294431,0.00008653952,0.0001980149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001968182,"about_ca_system_score_gemma":0.0001230307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002023349,"about_ca_topic_score_gemma":0.00002905502,"domain_scores_codex":[0.999252,0.00002601897,0.000140294,0.0002061454,0.0001833873,0.0001922028],"domain_scores_gemma":[0.9994077,0.00001368558,0.00002320312,0.0003029643,0.000108428,0.0001440101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001625483,0.002982417,0.5656704,0.0005236812,0.0006215263,0.02275976,0.0004934273,0.00003052833,0.008890652,0.007007333,0.2853843,0.1040104],"study_design_scores_gemma":[0.004148178,0.0001784408,0.3844571,0.0003645512,0.0003284726,0.003558409,0.0004126167,0.0001491307,0.001447456,0.0004908378,0.6040856,0.0003793114],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448859,0.001948111,0.0009917265,0.01003404,0.0007692844,0.0001272947,0.00004795079,0.00009305694,0.04110263],"genre_scores_gemma":[0.9899611,0.0001076908,0.0005867814,0.007682398,0.0002800676,0.000006346357,0.00009358278,0.000009924142,0.00127214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3187012,"threshold_uncertainty_score":0.7449524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008052309454663268,"score_gpt":0.2755839976112334,"score_spread":0.2675316881565701,"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."}}