{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003339027,0.0000708707,0.00007774336,0.00006121333,0.00003281372,0.000009903355,0.0000901375,0.00006830155,0.9722667],"category_scores_gemma":[0.000005837501,0.00007545859,0.00002006936,0.0001247333,0.00001226101,0.00003919983,0.000006650711,0.00008917979,0.9730271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002666739,"about_ca_system_score_gemma":0.00000320266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006544718,"about_ca_topic_score_gemma":3.792148e-8,"domain_scores_codex":[0.9996066,0.000005524025,0.00008863037,0.00008502034,0.00004844442,0.0001657835],"domain_scores_gemma":[0.9997723,0.000006521477,0.00000325422,0.0001663843,0.00001007491,0.0000414991],"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":[0.000002664106,0.000005349994,8.300227e-8,0.000003636837,0.000007420838,0.000001225511,0.00001263607,0.001465259,0.000573331,0.000003204022,0.07316532,0.9247599],"study_design_scores_gemma":[0.00005892463,0.00003858026,0.000006528477,0.000005860873,0.000002816028,0.00001119539,6.973667e-7,0.007388377,0.0004447225,0.000004822505,0.9919441,0.00009333623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008426154,0.00002339791,0.00000424853,0.0001181622,0.000007599639,0.00005002273,0.000002398704,0.001103571,0.9902644],"genre_scores_gemma":[0.004737508,3.103519e-7,0.000212721,0.0000331201,0.00008279624,0.00001156433,0.000003246268,0.00001966299,0.9948991],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9246665,"threshold_uncertainty_score":0.3077112,"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."}}