{"id":"W2962785858","doi":"","title":"Evolutionary stakeholder discovery: requisite system sampling for co-creation","year":2018,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Framing (construction); Stakeholder; Process management; Computer science; Product design; Knowledge management; Wicked problem; Product (mathematics); Business; Engineering; Public relations; Political science","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0009680555,0.0004559371,0.0005681369,0.002925686,0.002229003,0.000687608,0.005026573,0.0008624624,0.000008634863],"category_scores_gemma":[0.00006144663,0.0005660804,0.0001918875,0.001936439,0.0009543473,0.003097904,0.001461713,0.0009143842,0.0002356997],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003878464,"about_ca_system_score_gemma":0.001021004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001436886,"about_ca_topic_score_gemma":0.0002362656,"domain_scores_codex":[0.99555,0.0008531402,0.0002854727,0.001558749,0.000894161,0.0008584743],"domain_scores_gemma":[0.9960947,0.0002567331,0.0005777811,0.001625408,0.001259741,0.0001856314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002720903,0.00009813601,0.0001906078,0.0001433369,0.0002835684,0.0002977523,0.0001291787,0.000007221038,0.000644545,0.8757234,0.1219649,0.000245223],"study_design_scores_gemma":[0.001310655,0.0004263622,0.0001887755,0.0007637203,0.0000647124,0.00005647974,0.001507268,0.001037653,0.0007145155,0.0001436948,0.9931924,0.0005937353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003621608,0.00003803826,0.1675545,0.0001807177,0.0007081145,0.001801879,0.0001187269,0.0005500548,0.8286858],"genre_scores_gemma":[0.006664995,0.0000360667,0.01087461,0.00001572104,0.0003421801,0.000003928578,0.0001740854,0.000142731,0.9817457],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8755797,"threshold_uncertainty_score":0.9999455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234290295596908,"score_gpt":0.3627842835735359,"score_spread":0.2393552540138451,"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."}}