{"id":"W4417245840","doi":"","title":"Temperature history modeling and validation of fast induction hardening process","year":2016,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Induction Heating and Inverter Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Process (computing); Hardening (computing); Induction hardening; Process control; Induction heating; Welding","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":[0.000293445,0.0003290567,0.0003481401,0.0002689868,0.0003024545,0.0005000891,0.0005903178,0.0005808306,0.002026603],"category_scores_gemma":[0.0005806554,0.000222546,0.0003927433,0.0002782526,0.0002094435,0.0005429012,0.0002324686,0.0003792027,0.0004497114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005130437,"about_ca_system_score_gemma":0.0004764173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003566771,"about_ca_topic_score_gemma":0.002128138,"domain_scores_codex":[0.9998498,0.00001714436,0.000006086971,0.00002702475,0.00008138525,0.00001851297],"domain_scores_gemma":[0.9996706,0.0001400667,0.00003158974,0.00006085773,0.0000880331,0.000008869839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002549732,0.0001069779,0.002356228,0.0001975673,0.00001867976,0.0001336175,0.0001465918,0.7693791,0.1888074,0.001310654,0.0005164745,0.0367718],"study_design_scores_gemma":[0.00000687751,0.00008229986,0.001739694,0.000003789351,0.000006871596,0.00001939033,0.00001592576,0.918633,0.07842723,0.0002717086,0.000785261,0.0000078695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.818422,0.0005552068,0.1674071,0.0001781946,0.0000585714,0.0001033445,0.0005351076,0.001200726,0.01153978],"genre_scores_gemma":[0.9935974,0.0001044862,0.003745392,0.000007139239,0.000003288972,0.00001895861,0.0001253724,0.00004524656,0.002352686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003566771,"threshold_uncertainty_score":0.007091999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01214219367428629,"score_gpt":0.1943881359541368,"score_spread":0.1822459422798505,"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."}}