{"id":"W4250744049","doi":"10.1016/s1365-6937(14)70310-7","title":"Mann+Hummel expands in Canada","year":2014,"lang":"en","type":"article","venue":"Filtration Industry Analyst","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Engineering","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":[0.0002840944,0.00005903167,0.00009464475,0.00005205242,0.0001854694,0.00004052001,0.0001420742,0.0001403102,0.0007439564],"category_scores_gemma":[0.0002506121,0.00006761101,0.00002146,0.0004232158,0.00004399889,0.0001578711,0.00000537904,0.0002599486,0.00001519894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005122452,"about_ca_system_score_gemma":0.001830998,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977421,"about_ca_topic_score_gemma":0.9998158,"domain_scores_codex":[0.9991133,0.000115817,0.0001634722,0.0001303947,0.0002423989,0.0002346574],"domain_scores_gemma":[0.9995701,0.00006347507,0.00007359927,0.0001219422,0.00002792601,0.0001429843],"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":[0.000008620607,0.00002501779,0.3789495,0.000009267233,0.00001806923,0.00001939084,0.003456431,0.001372092,0.00005736951,0.08637217,0.523612,0.006100063],"study_design_scores_gemma":[0.0001833913,0.000006731447,0.2018,0.00002016339,0.0000063058,7.092009e-7,0.001730268,0.0005159028,0.0001283121,0.0005550041,0.794888,0.0001651747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7974288,0.00002320417,0.00009657028,0.02202071,0.0003032533,0.0001141664,0.00009344558,0.00001904536,0.1799008],"genre_scores_gemma":[0.9884565,0.000004136723,0.00001005556,0.002441673,0.000426044,0.000007678446,0.00001020223,0.000003355687,0.0086403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.271276,"threshold_uncertainty_score":0.8145801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01785779064057685,"score_gpt":0.2662105683326945,"score_spread":0.2483527776921176,"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."}}