{"id":"W4367017517","doi":"10.1021/cen-09930-buscon10","title":"Canadian chemistry CROs to merge","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Merge (version control); Management; Engineering; Library science; Chemistry; Business; Political science; Computer science; Economics; Information retrieval","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000138173,0.0001485531,0.0002709694,0.0000400941,0.0000742074,0.0001162382,0.0002907336,0.0001061575,0.004129693],"category_scores_gemma":[0.0001398171,0.0002031929,0.0001311066,0.0002294478,0.00001971503,0.00008476357,0.0001282492,0.0001157334,0.004624296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008233817,"about_ca_system_score_gemma":0.0001860875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01705922,"about_ca_topic_score_gemma":0.008611538,"domain_scores_codex":[0.9986919,0.000007593974,0.0003740373,0.0004133762,0.00001992767,0.0004931344],"domain_scores_gemma":[0.9987521,0.00001311142,0.00006043549,0.0003539622,0.00002649368,0.0007939147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008446912,0.0004293592,0.3297932,0.0001616914,0.0004454611,0.0004898012,0.0009831177,0.0006766412,0.0008031502,0.3509178,0.3049703,0.01024508],"study_design_scores_gemma":[0.0003461125,0.000008348858,0.00790568,0.00001000907,0.000004721087,0.00001877026,0.00002257545,0.0006911769,0.0006057838,0.01063665,0.979461,0.0002891996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4566502,0.001505712,0.0003817858,0.01464403,0.0009041444,0.0001379577,0.002612853,0.0000434277,0.5231199],"genre_scores_gemma":[0.9838713,0.0001356685,0.0002543998,0.01230075,0.0002260932,0.00001568137,0.00003849211,0.00001730907,0.003140279],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6744907,"threshold_uncertainty_score":0.9967807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01829397506086774,"score_gpt":0.2677132402367854,"score_spread":0.2494192651759176,"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."}}