{"id":"W2081162602","doi":"10.1371/journal.pone.0074835","title":"Global Population Trends and Human Use Patterns of Manta and Mobula Rays","year":2013,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Ichthyology and Marine Biology","field":"Environmental Science","cited_by":124,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Geography; Population; Fishery; Overfishing; Archipelago; Ecotourism; Tourism; Socioeconomics; Ecology; Biology; Fishing; Demography","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":[0.0001980416,0.0001744926,0.0001199302,0.0013033,0.0001661864,0.0004105191,0.0001785801,0.0002106859,0.001901342],"category_scores_gemma":[0.0005665033,0.0001242852,0.0002167942,0.001166924,0.0003206521,0.0005626305,0.0004187414,0.0001970345,0.0003583336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001905973,"about_ca_system_score_gemma":0.0001163093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00827654,"about_ca_topic_score_gemma":0.01626999,"domain_scores_codex":[0.9998932,0.00001627994,0.0000105593,0.00003946393,0.00001718121,0.00002328787],"domain_scores_gemma":[0.9995065,0.00004996009,0.0002662147,0.00002898259,0.00008307577,0.00006534693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002669765,0.000009422093,0.9930825,0.00002783122,0.00002563306,0.00004647466,0.0006553075,0.00005095794,0.0005722539,0.00004716549,0.0002252957,0.005230412],"study_design_scores_gemma":[5.474213e-7,0.00002288335,0.998738,0.000007450813,0.000005606353,0.0001062966,0.0006366455,0.0000423742,0.00003145481,0.00001188821,0.0003950192,0.000001909843],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974163,0.0003814534,0.00006224592,0.00004808965,0.000002795674,0.000004996787,0.001051586,0.0000089411,0.001023471],"genre_scores_gemma":[0.9970574,0.0006008416,0.000258886,0.00003253057,0.000008874775,0.00001414368,0.001411546,0.000004216284,0.0006114727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00827654,"threshold_uncertainty_score":0.01645678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02340254508411093,"score_gpt":0.2216677362450017,"score_spread":0.1982651911608908,"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."}}