{"id":"W4412218398","doi":"","title":"Automotive aftermarket and educational challenges","year":2023,"lang":"en","type":"article","venue":"University of Southern Denmark Research Portal (University of Southern Denmark)","topic":"Mechatronics Education and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Automotive industry; Business; Automotive engineering; Manufacturing engineering; Aeronautics; Engineering; Aerospace 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005045361,0.0004438038,0.0003702809,0.001555641,0.00364877,0.01156143,0.001891768,0.00496044,0.1301943],"category_scores_gemma":[0.00422207,0.0002838761,0.0005024713,0.001540759,0.001528792,0.007426302,0.003681438,0.004137193,0.01364777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006696168,"about_ca_system_score_gemma":0.00990495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03187908,"about_ca_topic_score_gemma":0.05734749,"domain_scores_codex":[0.9974543,0.0003553774,0.00006231869,0.0003445021,0.0007156988,0.00106777],"domain_scores_gemma":[0.9934697,0.001073609,0.0002926699,0.0001817271,0.001826708,0.003155643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002097733,0.0006308217,0.009448986,0.0003328152,0.00002047526,0.001242316,0.002519077,0.001179311,0.000657447,0.225147,0.5017112,0.2569008],"study_design_scores_gemma":[0.00001581594,0.00009059852,0.00665195,0.0003031655,0.000006425846,0.0003925409,0.01413225,0.0008186706,0.0003198843,0.01652719,0.9607069,0.00003446858],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08606202,0.01977352,0.002588882,0.4105383,0.004648718,0.00005975462,0.001233335,0.0003101614,0.4747853],"genre_scores_gemma":[0.5884081,0.01653856,0.001395305,0.02370494,0.002271431,0.00006154061,0.001581932,0.0002011387,0.365837],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1301943,"threshold_uncertainty_score":0.4355434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03386394542597165,"score_gpt":0.2528985413576447,"score_spread":0.219034595931673,"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."}}