{"id":"W3014979877","doi":"10.1016/j.marpol.2020.103934","title":"A comparative insight of Irish and Scottish regulatory frameworks for offshore wind energy – An expert perspective","year":2020,"lang":"en","type":"article","venue":"Marine Policy","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Future Earth","funders":"University College Cork; Science Foundation Ireland","keywords":"Irish; Perspective (graphical); Offshore wind power; Submarine pipeline; Environmental resource management; Wind power; Political science; Geology; Oceanography; Economics; Engineering; Computer science; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.00003408001,0.0002287782,0.0004320336,0.0001169486,0.00004630757,0.00002253155,0.0001260338,0.0001333004,0.00002354314],"category_scores_gemma":[0.00007067513,0.0002346915,0.00006414671,0.0002345887,0.00008563637,0.0001174712,0.0001478992,0.0001915515,6.342532e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005683858,"about_ca_system_score_gemma":0.00002752922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006272043,"about_ca_topic_score_gemma":0.0001186663,"domain_scores_codex":[0.9991884,0.00001360648,0.0002136132,0.0002390789,0.0001055279,0.0002397818],"domain_scores_gemma":[0.999468,0.00006509785,0.00003286305,0.0001826597,0.0001009078,0.0001504392],"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":[0.0008225263,0.0005438926,0.0197759,0.001915983,0.0037662,0.00004692097,0.1862145,0.05373925,0.008849534,0.3362377,0.2414967,0.1465909],"study_design_scores_gemma":[0.004594056,0.002252541,0.1776631,0.000230778,0.0002247453,0.00003214788,0.009145116,0.3444966,0.02890982,0.01048786,0.4189645,0.002998717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8252767,0.008632611,0.02949142,0.006915244,0.0006492055,0.001329057,0.0001764387,0.001548056,0.1259813],"genre_scores_gemma":[0.9960442,0.0002132816,0.002327653,0.0004090356,0.0008030121,0.00003059682,0.00001750764,0.000044177,0.0001105042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3257498,"threshold_uncertainty_score":0.9570442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01809022413776768,"score_gpt":0.2687424941411751,"score_spread":0.2506522700034074,"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."}}