{"id":"W4295898235","doi":"10.1007/s00766-022-00386-4","title":"Philanthropic conference-based requirements engineering in time of pandemic and beyond","year":2022,"lang":"en","type":"article","venue":"Requirements Engineering","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Event (particle physics); Requirements engineering; Software development; Engineering; Context (archaeology); Engineering management; Computer science; Software; Engineering ethics; Public relations; Political science","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":[0.01710431,0.0006869393,0.0002668984,0.001039111,0.004530014,0.005812747,0.002153561,0.004529973,0.04399909],"category_scores_gemma":[0.03375285,0.0004076314,0.0004650864,0.0005927111,0.002528559,0.004130697,0.009549513,0.007358877,0.007827834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004298972,"about_ca_system_score_gemma":0.009964881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001762097,"about_ca_topic_score_gemma":0.00397786,"domain_scores_codex":[0.9892948,0.004945478,0.0003245941,0.0006151836,0.002848066,0.001971789],"domain_scores_gemma":[0.9576231,0.009337257,0.001589802,0.003741418,0.01033522,0.01737319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005043433,0.0005106588,0.002445551,0.0004445193,0.00003752616,0.001176725,0.006652588,0.00299682,0.007677406,0.1840859,0.6490052,0.1444628],"study_design_scores_gemma":[0.00005346875,0.0002305496,0.002371629,0.0001229045,0.000004828787,0.0002515086,0.003008637,0.001634951,0.001215144,0.01773906,0.9733341,0.00003310541],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03498045,0.002109751,0.05619084,0.3335265,0.03374343,0.001483157,0.0008777105,0.00177836,0.5353099],"genre_scores_gemma":[0.4494357,0.001381088,0.03819523,0.0412132,0.006739572,0.001398502,0.001311534,0.001086867,0.4592384],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04399909,"threshold_uncertainty_score":0.1471916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03061136895648468,"score_gpt":0.2638820623831408,"score_spread":0.2332706934266561,"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."}}