{"id":"W2907014644","doi":"10.1108/case.kellogg.2021.000047","title":"Mending the Fractures: Creating a Multi-Stakeholder Framework for Building Shared Purpose in Unconventional Oil and Gas","year":2018,"lang":"en","type":"article","venue":"Kellogg School of Management Cases","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Profitability index; Gridlock; Stakeholder; Government (linguistics); Face (sociological concept); Business; Politics; Local community; Public relations; Law; Finance; Sociology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003310356,0.0001968547,0.0002197202,0.0001331995,0.0002355379,0.00008899318,0.0002015243,0.00007959014,0.0007122622],"category_scores_gemma":[0.0002397073,0.0001579118,0.00007841166,0.0001247413,0.0001673212,0.0002075335,0.0001717699,0.0001300259,0.00002165699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006748346,"about_ca_system_score_gemma":0.000004904054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004985317,"about_ca_topic_score_gemma":0.0004639572,"domain_scores_codex":[0.9987385,0.000059872,0.0003379754,0.0003435291,0.000212402,0.0003077792],"domain_scores_gemma":[0.9991158,0.0003803561,0.0001548005,0.0002637121,0.00001785395,0.0000675369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001913765,0.001979578,0.2235494,0.003326925,0.002199276,0.0006698344,0.01171497,0.01138726,0.008733889,0.2320337,0.009540806,0.4929505],"study_design_scores_gemma":[0.01796516,0.002077516,0.3927109,0.00789113,0.001544021,0.00010562,0.04818618,0.01721754,0.02776844,0.1427535,0.3381983,0.003581766],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861099,0.001889852,0.002996579,0.0004087735,0.0003251528,0.0003446599,0.00003038692,0.00006183136,0.007832916],"genre_scores_gemma":[0.9575586,0.0003034627,0.03911889,0.0002941331,0.0002311795,0.0001192552,0.00002239088,0.00003187684,0.002320197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4893688,"threshold_uncertainty_score":0.7798772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05189273071806941,"score_gpt":0.3093865409554891,"score_spread":0.2574938102374197,"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."}}