{"id":"W6922799120","doi":"10.13140/rg.2.2.27403.69924","title":"Biofouling in the U.S. Pacific States and British Columbia","year":2017,"lang":"en","type":"article","venue":"","topic":"Social and Demographic Issues in Germany","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Biofouling; Pacific ocean; Water pollution; Climate change","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":[0.0003929729,0.0001505291,0.000204112,0.001632476,0.003994095,0.0015131,0.0006781779,0.0005467109,0.002340953],"category_scores_gemma":[0.001330912,0.0002116657,0.0001982923,0.004522915,0.001324088,0.0005428474,0.001665743,0.0008480634,0.0002230852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01134349,"about_ca_system_score_gemma":0.01593884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9775369,"about_ca_topic_score_gemma":0.99158,"domain_scores_codex":[0.9994112,0.00007246441,0.00003241127,0.00005659282,0.0001296793,0.0002977125],"domain_scores_gemma":[0.9990128,0.00009317977,0.0001761323,0.00002896253,0.0003757635,0.0003131515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00011601,0.0001376384,0.9504343,0.00006520692,0.00003177216,0.0004643034,0.01695957,0.0001206631,0.0004752052,0.0007492856,0.003025096,0.02742092],"study_design_scores_gemma":[0.000002498092,0.00001741002,0.9442735,0.00005874119,0.0000111629,0.00005610739,0.05221511,0.00009885137,0.00009400987,0.00007556644,0.00308858,0.000008415725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932101,0.0004741253,0.0000312697,0.0007761725,0.00001019283,0.00001119071,0.0004016099,0.000003211693,0.005082025],"genre_scores_gemma":[0.9962448,0.0006628738,0.00004531726,0.0002618025,0.000003872826,0.00001117824,0.0002428432,0.000003243969,0.002524039],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02246308,"threshold_uncertainty_score":0.08230317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04132094927633889,"score_gpt":0.387889366195553,"score_spread":0.3465684169192141,"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."}}