{"id":"W1508526182","doi":"10.1007/978-3-319-48248-4_151","title":"Rotary Flux Injector (RFI): Recent Development Towards an Autonomous Technology","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Rio Tinto (Canada)","funders":"","keywords":"Impeller; Injector; Materials science; Metallurgy; Dissolution; Alkali metal; Homogenization (climate); Flux (metallurgy); Shearing (physics); Mixing (physics); Microscale chemistry; Impurity; Aluminium; Mechanical engineering; Composite material; Chemical engineering; Engineering; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004716833,0.0005406713,0.000490131,0.0009448059,0.0003522436,0.001235276,0.0009645935,0.0007014123,0.009340474],"category_scores_gemma":[0.0002927866,0.0003525584,0.0003092808,0.001245445,0.0006282509,0.002268995,0.0007242223,0.0007162453,0.005102686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007242195,"about_ca_system_score_gemma":0.0007013208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005830929,"about_ca_topic_score_gemma":0.001053184,"domain_scores_codex":[0.9996644,0.00001506532,0.0000105275,0.00005403482,0.0002392774,0.00001667967],"domain_scores_gemma":[0.9998516,0.00003878962,0.0000143726,0.00001807043,0.00006825713,0.000008850638],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00007875459,0.00005166907,0.000261263,0.001416086,0.00001134293,0.00006582214,0.0001797343,0.001245766,0.08947181,0.05319239,0.02955962,0.8244657],"study_design_scores_gemma":[0.000006423054,0.0001166678,0.0005613438,0.0001386477,0.00001427639,0.0005268775,0.00004292108,0.002781042,0.04251519,0.006098638,0.9471704,0.00002754189],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01879582,0.2622642,0.3480458,0.00218659,0.002456469,0.0001897001,0.0009123344,0.00349116,0.361658],"genre_scores_gemma":[0.1066915,0.1762805,0.2057887,0.001073215,0.001787433,0.0001921308,0.001766026,0.001455691,0.5049648],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009340474,"threshold_uncertainty_score":0.03124696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682323078413098,"score_gpt":0.2177933969827861,"score_spread":0.1909701661986551,"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."}}