{"id":"W4254833116","doi":"10.1017/9789048518180.001","title":"Introduction – From Sjöström to Seastrom","year":2013,"lang":"sv","type":"other","venue":"","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008347206,0.0003420278,0.0002454171,0.0001037477,0.0001109215,0.0001298059,0.0002402468,0.0003048309,0.7735046],"category_scores_gemma":[0.00003291893,0.0003223969,0.00009842533,0.0002629245,0.0001025875,0.000185684,0.0001489001,0.0002263867,0.37697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003422252,"about_ca_system_score_gemma":0.00001129679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009380818,"about_ca_topic_score_gemma":0.001365456,"domain_scores_codex":[0.9980044,0.00007299332,0.0002716332,0.0008818379,0.000420283,0.0003488561],"domain_scores_gemma":[0.9989672,0.00001334119,0.0001348223,0.0005215575,0.0000117421,0.0003513625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000827602,0.00005222463,0.0005315637,0.000004828304,0.00003089085,7.738781e-7,0.00009055506,0.0001266696,0.04974047,0.00007778409,0.8310382,0.1182978],"study_design_scores_gemma":[0.0001912198,0.0001010455,0.04411902,0.00002436189,0.00003142162,0.000001924104,0.0001552985,0.0002494774,0.005158441,0.00005703513,0.9495301,0.000380625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0568648,0.00005529601,0.006220809,0.007525404,0.005348291,0.001097608,0.0001045248,0.000288506,0.9224948],"genre_scores_gemma":[0.01942898,0.00004146428,0.005075538,0.0009116248,0.003731353,0.00005422374,0.00009411699,0.0001337308,0.970529],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3965346,"threshold_uncertainty_score":0.9999228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003806008788734734,"score_gpt":0.1847656820851201,"score_spread":0.1809596732963854,"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."}}