{"id":"W4396661961","doi":"10.1051/epjconf/202429508004","title":"AI4EIC Hackathon: PID with the ePIC dRICH","year":2024,"lang":"en","type":"article","venue":"EPJ Web of Conferences","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"EPIC; PID controller; Computer science; Engineering; Art; Mechanical 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":[0.006698722,0.001327984,0.0006512797,0.001427579,0.002708696,0.00693557,0.00218213,0.002588222,0.129789],"category_scores_gemma":[0.009587155,0.0008503182,0.0006157265,0.001040301,0.00165071,0.005370453,0.009383433,0.006453879,0.0499554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002003251,"about_ca_system_score_gemma":0.001824514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002539492,"about_ca_topic_score_gemma":0.005018885,"domain_scores_codex":[0.996345,0.000682922,0.0000634084,0.0005834515,0.001674309,0.0006508767],"domain_scores_gemma":[0.9957954,0.000739962,0.0001114383,0.0007785446,0.0009718018,0.001602929],"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":[0.0004448908,0.0001367683,0.0006877193,0.00007296244,0.00001666757,0.0004063953,0.0006169333,0.001177241,0.002864962,0.01349234,0.9102624,0.06982069],"study_design_scores_gemma":[0.00008478649,0.0001271107,0.0007282249,0.00006881179,0.000005942538,0.0002205224,0.0002723153,0.002738333,0.002482743,0.007916923,0.9853001,0.00005412546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03553294,0.005142197,0.1950715,0.05458627,0.03635761,0.001347821,0.006512521,0.07306626,0.5923829],"genre_scores_gemma":[0.1097435,0.001894624,0.08927934,0.01015692,0.006834839,0.0009932916,0.01087612,0.02711966,0.7431017],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.129789,"threshold_uncertainty_score":0.4341876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008304636717936699,"score_gpt":0.2038319374289537,"score_spread":0.195527300711017,"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."}}