{"id":"W2436575752","doi":"10.1016/j.erss.2016.05.014","title":"Looking through the prism of shale gas development: Towards a holistic framework for analysis","year":2016,"lang":"en","type":"article","venue":"Energy Research & Social Science","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corporate governance; Natural gas; Unconventional oil; Shale gas; Business; Natural resource economics; China; Natural (archaeology); Natural resource; Oil shale; Environmental economics; Environmental resource management; Environmental planning; Geography; Environmental science; Economics; Political science; Engineering; Waste management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004281968,0.000787738,0.0006113001,0.003641794,0.002953241,0.009819753,0.001462392,0.001482921,0.003101164],"category_scores_gemma":[0.003181054,0.0003365244,0.000765448,0.004947394,0.01707866,0.009714359,0.005580126,0.002789473,0.0002162175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005549322,"about_ca_system_score_gemma":0.008540595,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131007,"about_ca_topic_score_gemma":0.01487095,"domain_scores_codex":[0.9978592,0.001494339,0.0000595177,0.0001743551,0.0001869174,0.000225764],"domain_scores_gemma":[0.9978791,0.001326223,0.0002191189,0.0001715216,0.00020927,0.0001948044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009074689,0.00001560614,0.002737079,0.0001489119,0.00001604916,0.0002687043,0.01203439,0.003563654,0.0003181126,0.9719085,0.0004896546,0.008490379],"study_design_scores_gemma":[0.000007633693,0.0000304157,0.004468376,0.0005603843,0.00003433434,0.0002297296,0.0595072,0.01076809,0.000459346,0.8561935,0.06771466,0.00002631727],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1616376,0.01137559,0.5003876,0.02897037,0.0001952595,0.0005003489,0.0007747028,0.0002302829,0.2959283],"genre_scores_gemma":[0.9022887,0.004322244,0.0896991,0.0004462088,0.000036266,0.0002995557,0.0002032358,0.00003940589,0.002665278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0131007,"threshold_uncertainty_score":0.04026335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0587133195357342,"score_gpt":0.357829609665815,"score_spread":0.2991162901300808,"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."}}