{"id":"W4248230749","doi":"10.1016/s0958-2118(20)30153-1","title":"Acquisition helps H<sub>2</sub>O Innovation strengthen its O&amp;M business platform","year":2020,"lang":"en","type":"article","venue":"Membrane Technology","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Service (business); Wastewater; Position (finance); Business; Operator (biology); Engineering; Management; Business administration; Operations management; Engineering management; Finance; Marketing; Waste management; Economics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002293161,0.0005279339,0.0003065998,0.001250455,0.005027901,0.008153391,0.000570379,0.002773295,0.05466837],"category_scores_gemma":[0.005551122,0.0003713,0.0004786945,0.000883728,0.002429553,0.002903267,0.002085557,0.00310139,0.01689101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01243455,"about_ca_system_score_gemma":0.04901276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3359425,"about_ca_topic_score_gemma":0.4565207,"domain_scores_codex":[0.9967521,0.0001351525,0.00004358799,0.0001426078,0.001774264,0.001152277],"domain_scores_gemma":[0.9888691,0.0006426658,0.0003836119,0.0004570173,0.005389526,0.004258021],"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":[0.00009970638,0.0001108937,0.008742739,0.0000683204,0.00001044553,0.0003404568,0.0005710016,0.0002063005,0.002854405,0.02523424,0.8754696,0.08629186],"study_design_scores_gemma":[0.00003927455,0.00008699606,0.01040152,0.00004181751,0.00001414608,0.0001639747,0.001631407,0.000454025,0.002192749,0.00185902,0.9830815,0.00003341221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03141585,0.000627877,0.003711268,0.1404786,0.003769055,0.0002590045,0.0005293263,0.002283675,0.8169253],"genre_scores_gemma":[0.2233446,0.00134627,0.005391722,0.03271214,0.001347959,0.00006434815,0.0008189974,0.0004913926,0.7344826],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3359425,"threshold_uncertainty_score":0.6679742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02811915853532575,"score_gpt":0.2120717027015406,"score_spread":0.1839525441662149,"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."}}