{"id":"W4415775777","doi":"10.1145/3743095.3743106","title":"Report on the 5th Workshop on Human Centric Software Engineering &amp; Cyber Security (HCSE&amp;CS 2024)","year":2025,"lang":"en","type":"article","venue":"ACM SIGSOFT Software Engineering Notes","topic":"Human-Automation Interaction and Safety","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Social software engineering; Software security assurance; Software development; Software Engineering Process Group; Software requirements; Security engineering; Software peer review","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":[0.01335723,0.001731561,0.000993229,0.002192645,0.002784757,0.007937202,0.002646474,0.004392385,0.1719776],"category_scores_gemma":[0.01139602,0.0006163457,0.001448265,0.001665324,0.0009755912,0.0065205,0.007436822,0.00494235,0.06571935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002571542,"about_ca_system_score_gemma":0.007942062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007917248,"about_ca_topic_score_gemma":0.01726511,"domain_scores_codex":[0.992767,0.0020134,0.0002671811,0.0009978074,0.002770972,0.001183591],"domain_scores_gemma":[0.9856988,0.001606315,0.0002502393,0.0009433131,0.006640974,0.004860376],"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":[0.0002595718,0.0004105266,0.0006793868,0.0002562511,0.00002115271,0.0001863623,0.0007355053,0.0004975547,0.002758841,0.005693562,0.8649809,0.1235204],"study_design_scores_gemma":[0.00003807875,0.0001655876,0.0008828111,0.0001725672,0.00001604383,0.00008590046,0.0007400864,0.0006854992,0.0016495,0.002783746,0.9927495,0.00003070119],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.02452079,0.01860474,0.1216028,0.1669189,0.1580413,0.00478051,0.01285727,0.003862557,0.4888112],"genre_scores_gemma":[0.03149068,0.006519078,0.03609603,0.01118038,0.007600112,0.001396061,0.01325785,0.001809278,0.8906506],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1719776,"threshold_uncertainty_score":0.5753224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04007078305570823,"score_gpt":0.3490211912787009,"score_spread":0.3089504082229927,"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."}}