{"id":"W4411617992","doi":"10.51847/assraoks85","title":"10.51847/AsSRAoKs85","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Induction Heating and Inverter Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Electrical conductor; Computer science; Materials science; Composite material; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007907761,0.001578133,0.0006949831,0.002030498,0.001179172,0.003060501,0.001189577,0.003637635,0.9350398],"category_scores_gemma":[0.001244713,0.0004693372,0.0007575181,0.002003285,0.0008107476,0.002497129,0.001848649,0.001175994,0.9506678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007420604,"about_ca_system_score_gemma":0.0005166809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192176,"about_ca_topic_score_gemma":0.001701639,"domain_scores_codex":[0.9994175,0.00007083578,0.0000656932,0.0001838092,0.0001699658,0.00009217202],"domain_scores_gemma":[0.9986094,0.0003165681,0.0000672081,0.0002513321,0.0005705719,0.000184824],"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":[0.0004121369,0.0002755005,0.001148843,0.0004288027,0.00002965954,0.0003747183,0.0001288789,0.0008832122,0.005556419,0.00659161,0.1631545,0.8210158],"study_design_scores_gemma":[0.00005916197,0.0001266784,0.0009153674,0.0002051663,0.00002379066,0.0006106865,0.000140775,0.001384463,0.001630545,0.001716847,0.9931607,0.0000256889],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003516316,0.001178102,0.006205881,0.000862479,0.001474094,0.0001387333,0.001113836,0.002081437,0.9834291],"genre_scores_gemma":[0.006964241,0.0004635079,0.001982891,0.0003723996,0.0001386091,0.00004208473,0.0007002866,0.0002422174,0.9890938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06496024,"threshold_uncertainty_score":0.0926578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005043423410426949,"score_gpt":0.1563191872260235,"score_spread":0.1512757638155965,"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."}}