{"id":"W3133052728","doi":"10.1007/s12208-021-00279-2","title":"Addressing complex social problems with a multi-environmental stakeholder coalition","year":2021,"lang":"en","type":"article","venue":"International Review on Public and Nonprofit Marketing","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Stakeholder; Context (archaeology); Social environment; Perception; Social marketing; Order (exchange); Public relations; Causality (physics); Business; Management science; Marketing; Sociology; Psychology; Political science; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005406655,0.0002030916,0.0004125818,0.0001603066,0.000416283,0.0008709184,0.0003852827,0.00005143764,0.003125797],"category_scores_gemma":[0.002738344,0.0001409037,0.0001199127,0.0003677614,0.0000971076,0.0004229674,0.0002806688,0.0001972276,0.00008304375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008718022,"about_ca_system_score_gemma":0.00007601827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005001868,"about_ca_topic_score_gemma":0.00001854087,"domain_scores_codex":[0.99546,0.0007484224,0.0008744331,0.0006880406,0.001965208,0.0002639045],"domain_scores_gemma":[0.9974248,0.001248245,0.0005391631,0.0002775626,0.0003938605,0.0001163152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00020321,0.000470035,0.07568585,0.0005216978,0.0001884901,0.0001584151,0.0003544534,0.00001616887,0.001383369,0.01576692,0.06426734,0.840984],"study_design_scores_gemma":[0.001664686,0.00005783335,0.3133332,0.004205029,0.00002853723,0.0003782099,0.001487162,0.008255379,0.00001392654,0.001067805,0.668972,0.0005362952],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.514253,0.08057363,0.104184,0.07605623,0.002903515,0.004197231,0.0008217646,0.0004157246,0.2165949],"genre_scores_gemma":[0.9907096,0.0004689507,0.002525509,0.002578985,0.0002047159,0.00004827325,0.00005363333,0.00002068991,0.003389624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8404478,"threshold_uncertainty_score":0.9977855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4579989508678409,"score_gpt":0.4295478791885233,"score_spread":0.0284510716793176,"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."}}