{"id":"W4393002417","doi":"10.1038/s44319-024-00116-7","title":"Redefining meaning and success in science, research and teaching","year":2024,"lang":"en","type":"article","venue":"EMBO Reports","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Meaning (existential); Engineering ethics; Political science; Psychology; Epistemology; Philosophy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001622538,0.00005222049,0.00006354458,0.0003509697,0.00007885467,0.0001533721,0.00003277678,0.0000359402,0.000005401745],"category_scores_gemma":[0.0001299114,0.00004794024,0.000004584329,0.0003197897,0.0001027897,0.0001841858,0.00004191522,0.0003324993,0.000001204085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000502443,"about_ca_system_score_gemma":0.00003080327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006792285,"about_ca_topic_score_gemma":0.000006731072,"domain_scores_codex":[0.9992619,0.000006621616,0.0001363092,0.0001901774,0.0001991814,0.0002058494],"domain_scores_gemma":[0.9997647,0.00005575607,0.000004513026,0.00008638943,0.0000121317,0.00007649662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000006245062,0.00009445646,0.09558677,0.006146036,0.0000700739,0.003748092,0.03300861,0.00340562,0.1413461,0.1109805,0.009203359,0.5964041],"study_design_scores_gemma":[0.0003325065,0.0001753251,0.3067617,0.0059095,0.0000235191,0.004477797,0.002570931,0.510931,0.007863915,0.04694901,0.1126116,0.001393207],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975019,0.00136809,0.0001271846,0.0001354733,0.000632864,0.00003746811,1.546526e-7,0.0001684224,0.02251134],"genre_scores_gemma":[0.9991219,0.00003475751,0.0005835239,0.000002984729,0.00007898862,0.000007418344,0.000001098212,0.00001152868,0.0001577697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5950109,"threshold_uncertainty_score":0.1954946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635964822238437,"score_gpt":0.3207817940494243,"score_spread":0.2944221458270398,"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."}}