{"id":"W4239427712","doi":"10.1016/s1365-6937(15)30045-9","title":"Mergers & Acquisitions Review 2014","year":2015,"lang":"en","type":"article","venue":"Filtration Industry Analyst","topic":"Stonefly species taxonomy and ecology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Filtration (mathematics); Quarter (Canadian coin); Mergers and acquisitions; Business; Accounting; Finance; Mathematics; History; Statistics","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":[0.0001885251,0.0001085116,0.0001883653,0.00007265792,0.00006303133,0.00001952438,0.0001044632,0.0002239586,0.005814532],"category_scores_gemma":[0.00007100096,0.0001149342,0.00006167397,0.000305858,0.00002944871,0.0001915841,0.000009655316,0.0003159424,0.001606931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008836844,"about_ca_system_score_gemma":0.00003817595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001241389,"about_ca_topic_score_gemma":0.00006534763,"domain_scores_codex":[0.9993068,0.00003382112,0.0002552996,0.0001234908,0.0001079865,0.0001726169],"domain_scores_gemma":[0.9994825,0.00002416834,0.00004079822,0.000243116,0.00006543979,0.0001440449],"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":[0.000001330144,0.0000111038,0.001301358,0.00004962536,0.00005342189,0.0000020713,0.00003434891,0.02175128,0.0001070871,0.0003008831,0.9761003,0.000287225],"study_design_scores_gemma":[0.0001555697,0.00001508641,0.001435802,0.00009676488,0.00009136301,0.00001557139,0.0001428685,0.00160527,0.0002512743,0.00005998084,0.995903,0.0002274201],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1285647,0.02693499,0.03733141,0.01158003,0.005556705,0.00121368,0.0002247982,0.002036795,0.7865568],"genre_scores_gemma":[0.987787,0.001697533,0.001516261,0.002166804,0.001002773,0.0001740241,0.0006291462,0.0000351209,0.004991318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8592223,"threshold_uncertainty_score":0.9991704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05143183058929081,"score_gpt":0.2701403894610502,"score_spread":0.2187085588717594,"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."}}