{"id":"W1981635055","doi":"10.1071/mf12171","title":"Life-history reference points for management of an exploited tropical seahorse","year":2013,"lang":"en","type":"article","venue":"Marine and Freshwater Research","topic":"Aquatic life and conservation","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada); Freshwater Fisheries Society of BC; University of British Columbia","funders":"","keywords":"Biology; Seahorse; Life history theory; Survivorship curve; Ecology; Population; Vital rates; Endangered species; Fishery; Population growth; Demography; Life history; Habitat","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":[0.001017014,0.0004554908,0.0002037776,0.003443704,0.0009388537,0.000769249,0.001149926,0.0003353657,0.009278659],"category_scores_gemma":[0.003064688,0.0001374665,0.0002360933,0.001506022,0.0002748,0.0007393366,0.001008856,0.0005014995,0.001822535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001292664,"about_ca_system_score_gemma":0.001214972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0214942,"about_ca_topic_score_gemma":0.06104711,"domain_scores_codex":[0.9996392,0.0001083745,0.00004400293,0.00005133407,0.0001014252,0.00005576674],"domain_scores_gemma":[0.9980915,0.0002256767,0.0005989599,0.0001042018,0.0007818267,0.0001977637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003770649,0.0002753874,0.3859922,0.0005839248,0.00005068687,0.0005344772,0.005573297,0.008230038,0.004623418,0.009154866,0.05056125,0.5340435],"study_design_scores_gemma":[0.00003453164,0.001039632,0.848564,0.0006600122,0.00004862498,0.0004399553,0.00964639,0.01326411,0.002212066,0.006004421,0.1180035,0.00008271546],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7593283,0.00443017,0.07984063,0.001707019,0.0003804658,0.001341079,0.02857815,0.001489242,0.122905],"genre_scores_gemma":[0.8463039,0.001148462,0.1234508,0.0001657497,0.00008226574,0.001111141,0.01630093,0.0001218647,0.01131482],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0214942,"threshold_uncertainty_score":0.0427382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1755000940947619,"score_gpt":0.3033499336792609,"score_spread":0.127849839584499,"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."}}