{"id":"W4411314247","doi":"10.1002/sd.70010","title":"Stakeholder Roles in Community Development: Multinationals, Government and Citizens Roles","year":2025,"lang":"en","type":"article","venue":"Sustainable Development","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"Athabasca University","keywords":"Stakeholder; Business; Government (linguistics); Stakeholder engagement; Environmental planning; Environmental resource management; Public administration; Public relations; Political science; Economics; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002090791,0.0002691804,0.0004424253,0.0004415956,0.0009609893,0.0001962699,0.0003712919,0.0001344453,0.0001161837],"category_scores_gemma":[0.0003750203,0.0003342487,0.00003676255,0.0005781279,0.00008072425,0.0002927672,0.0006107807,0.0004402435,0.00003512402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001733505,"about_ca_system_score_gemma":0.0004159495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004494926,"about_ca_topic_score_gemma":0.001381648,"domain_scores_codex":[0.9979994,0.00009602471,0.0008539231,0.0002942528,0.0001281361,0.0006282997],"domain_scores_gemma":[0.999157,0.0001807768,0.0001923207,0.0002806959,0.00009402182,0.00009524589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007809923,0.0009763402,0.5430258,0.0005818048,0.0003156215,0.00004167691,0.07855862,0.00005900252,0.00001932631,0.3183935,0.002275075,0.05567514],"study_design_scores_gemma":[0.001130745,0.00001204042,0.8217244,0.00009183438,0.000002688754,8.017261e-7,0.03114594,0.00004548647,0.0003067711,0.01790385,0.1272208,0.0004147234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508389,0.001453673,0.0005901018,0.0007995588,0.00007937051,0.0004463627,0.00001419127,0.00005098186,0.0457269],"genre_scores_gemma":[0.9731712,0.000117608,0.003029271,0.0004109089,0.000008779442,0.0001191984,0.00004965317,0.00001989302,0.02307344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3004896,"threshold_uncertainty_score":0.999911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178089040879242,"score_gpt":0.237236623957798,"score_spread":0.2054557335490055,"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."}}