{"id":"W4237619798","doi":"10.1016/s1359-6128(21)00055-0","title":"Alfa Laval invests in AMI Global","year":2021,"lang":"en","type":"article","venue":"Pump Industry Analyst","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.0001129879,0.0001754945,0.0002100294,0.00008351936,0.00002975015,0.0001134877,0.0001794928,0.0005087062,0.0003700536],"category_scores_gemma":[0.00005017161,0.0002050205,0.00007334806,0.001184272,0.0000423062,0.0004859649,0.00003163633,0.0008057725,0.0001775746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001981089,"about_ca_system_score_gemma":0.00009013981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004118202,"about_ca_topic_score_gemma":0.0001899994,"domain_scores_codex":[0.9988297,0.0000305684,0.0003832357,0.000186773,0.0002314462,0.000338287],"domain_scores_gemma":[0.9994801,0.00002294532,0.00002435642,0.0002671779,0.00004819777,0.0001572545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001385965,0.0002993715,0.5963197,0.0003517245,0.0005072242,0.0011398,0.0005377458,0.3389613,0.00164747,0.01014049,0.02774412,0.02233718],"study_design_scores_gemma":[0.005819571,0.00009510161,0.5066728,0.001318592,0.000333924,0.001090958,0.01005553,0.07903748,0.1194778,0.009634369,0.2618093,0.004654498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7179721,0.0001264962,0.0001769803,0.0003991734,0.0003339628,0.0000567049,0.00007776202,0.0002175746,0.2806392],"genre_scores_gemma":[0.9989008,0.00001862885,0.00008481089,0.0001521004,0.0001309526,0.00001332303,0.00006748694,0.00001772922,0.0006141677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2809287,"threshold_uncertainty_score":0.8360494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01747401511503777,"score_gpt":0.2410070207154528,"score_spread":0.223533005600415,"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."}}