{"id":"W4388593570","doi":"10.1111/dmj.12091","title":"From the President","year":2023,"lang":"en","type":"article","venue":"Design Management Journal (Former Series)","topic":"Transport and Logistics Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Asset (computer security); Public relations; Political science; World Wide Web; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003360495,0.0001190184,0.00008895268,0.0001003177,0.0002271113,0.0001434367,0.000302747,0.00003101581,0.0002692688],"category_scores_gemma":[0.000006194214,0.00008603143,0.00004932908,0.000482666,0.0000283348,0.0002259042,0.00002583801,0.0002136567,0.0003240133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003115465,"about_ca_system_score_gemma":0.000006437018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005414758,"about_ca_topic_score_gemma":0.000007283656,"domain_scores_codex":[0.9991536,0.00001712762,0.0002559937,0.00008457641,0.0002350701,0.0002536747],"domain_scores_gemma":[0.9996454,0.00004977449,0.00003253774,0.0001985126,0.0000298077,0.00004395445],"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":[0.00006139,0.00003237183,0.001124285,0.00006514583,0.001024605,0.0005052875,0.002120886,0.1297673,0.0005799137,0.05650233,0.7852333,0.02298329],"study_design_scores_gemma":[0.0009134772,0.00006698724,0.06985177,0.00009388904,0.0002329258,0.0000361062,0.002581259,0.008916293,0.0006841395,0.1171956,0.7988948,0.0005327793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0101469,0.000364087,0.9366482,0.002506697,0.003672129,0.0005629899,0.00003392186,0.001009311,0.0450557],"genre_scores_gemma":[0.9710316,0.00347884,0.01446381,0.0004678772,0.001585525,0.00009307103,0.000104239,0.0001023597,0.008672651],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9608847,"threshold_uncertainty_score":0.4164644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483106534610762,"score_gpt":0.2293708502324489,"score_spread":0.1945397848863413,"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."}}