{"id":"W4200487596","doi":"10.3390/d13120673","title":"The Role of Citizen Science in the Research and Management of Invasive Lionfish across the Western Atlantic","year":2021,"lang":"en","type":"article","venue":"Diversity","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Agency (philosophy); Government (linguistics); Political science; Public relations; Citizen science; Data collection; Public engagement; Environmental resource management; Scale (ratio); Participant observation; Environmental planning; Geography; Sociology; Biology; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01435636,0.0001834334,0.0001791731,0.001389496,0.006743904,0.005435137,0.0006628481,0.001187917,0.001901274],"category_scores_gemma":[0.01413573,0.0002169808,0.0001967187,0.0009967041,0.004471862,0.00230264,0.0063287,0.001287268,0.0001168334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00286316,"about_ca_system_score_gemma":0.0149644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01416509,"about_ca_topic_score_gemma":0.04631203,"domain_scores_codex":[0.9898573,0.00704653,0.0003297721,0.000470696,0.001115279,0.001180289],"domain_scores_gemma":[0.9795263,0.01238162,0.002875315,0.0008881807,0.002070157,0.002258309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001947837,0.0007197793,0.4227043,0.000472308,0.00007784143,0.00101351,0.3573892,0.0006644597,0.005842332,0.005008708,0.002805867,0.2031069],"study_design_scores_gemma":[0.00002679737,0.0006935106,0.161374,0.0006942264,0.00006635874,0.0002832155,0.7760278,0.001301511,0.0009614279,0.003405203,0.05511642,0.00004955978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736293,0.0003539352,0.001180778,0.00734793,0.00002712699,0.0001135095,0.00002197008,0.00001107153,0.01731438],"genre_scores_gemma":[0.9971008,0.000393046,0.001032438,0.0005820259,0.00001668225,0.00004894353,0.00001709541,0.000002590135,0.000806334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01435636,"threshold_uncertainty_score":0.07592458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03279149416247375,"score_gpt":0.2774568577345501,"score_spread":0.2446653635720763,"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."}}