{"id":"W4401507969","doi":"10.1371/journal.pone.0308763","title":"Source and variation of the amazing live Sea-Monkey microbiome","year":2024,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tula Foundation; University of British Columbia","funders":"Hakai Institute; Gordon and Betty Moore Foundation","keywords":"Biology; Microbiome; Brine shrimp; Zoology; Metagenomics; Ecology; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001681,0.0001927725,0.0002108702,0.0003646592,0.0003585043,0.0004652,0.00008820849,0.0002315038,0.001456425],"category_scores_gemma":[0.0004646365,0.0001262475,0.0001472111,0.0003121319,0.0002663026,0.000180668,0.0006144752,0.0001976541,0.0003599641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001215934,"about_ca_system_score_gemma":0.0001761104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001497591,"about_ca_topic_score_gemma":0.002919913,"domain_scores_codex":[0.9998357,0.00002309747,0.00001172918,0.00006807968,0.00003717276,0.00002416503],"domain_scores_gemma":[0.9998028,0.00002374291,0.00005561376,0.00002642088,0.00004336928,0.00004810083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004348497,0.00003996706,0.3368466,0.00006650409,0.00005564277,0.0003345291,0.001098951,0.0000709981,0.6499459,0.0001201227,0.000129212,0.01085676],"study_design_scores_gemma":[0.000003288346,0.0002133496,0.9805825,0.00001404107,0.00002788222,0.0006231424,0.00103283,0.0001775417,0.01494873,0.0000659285,0.002301149,0.000009425596],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989505,0.0001328107,0.0002079019,0.00001448273,0.000003503264,0.000004133175,0.0002602337,0.000004178325,0.0004222798],"genre_scores_gemma":[0.9978687,0.0001660928,0.0008144831,0.00003287967,0.00000499881,0.00001508744,0.0004985114,0.00001192177,0.0005872629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001497591,"threshold_uncertainty_score":0.004872262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01550641100754404,"score_gpt":0.1730990953669095,"score_spread":0.1575926843593654,"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."}}