{"id":"W1583014057","doi":"10.2172/924692","title":"Innovative forming and fabrication technologies : new opportunities.","year":2008,"lang":"en","type":"report","venue":"","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Process Metallurgy (Canada)","funders":"","keywords":"Superplasticity; Materials science; Fabrication; Design for manufacturability; Casting; Structural material; Forming processes; Mechanical engineering; Metallurgy; Alloy; Composite material; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008766988,0.0003216293,0.0003660188,0.0003661565,0.00006649374,0.00004278006,0.0001954729,0.0003662731,0.00002901907],"category_scores_gemma":[0.0001249527,0.0002876048,0.00003245144,0.0002767151,0.0001155941,0.0002288514,0.0001614082,0.0003772428,0.0000120695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003010336,"about_ca_system_score_gemma":0.0004489669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001618773,"about_ca_topic_score_gemma":0.00001409838,"domain_scores_codex":[0.9988253,0.00000449813,0.0003741676,0.0002258588,0.0003280008,0.0002422099],"domain_scores_gemma":[0.9991051,0.00003265018,0.00009155273,0.0003206499,0.0004104007,0.0000396695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002753877,0.000006850977,0.0003335725,0.0003806497,0.0002305707,0.00003811255,0.0005080795,0.00006450686,0.0006304226,0.0003487337,0.3595487,0.637907],"study_design_scores_gemma":[0.0001338603,0.00005192227,0.0003083449,0.0002422047,0.0000354294,0.0003790146,0.0009995481,0.001373424,0.006995592,0.0002747524,0.9884109,0.0007950328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007744488,0.03099507,0.01446764,0.0004095366,0.001185706,0.0007826248,0.00002107473,0.008109696,0.9362842],"genre_scores_gemma":[0.5937841,0.1959205,0.02410576,0.00009542592,0.0008494055,0.0002355875,0.0003969321,0.0005041656,0.1841081],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.752176,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08495928696867217,"score_gpt":0.2494508155909743,"score_spread":0.1644915286223021,"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."}}