{"id":"W7104285883","doi":"10.5061/dryad.bvq83bkk6","title":"A common garden of <em>Halichondria</em> sponges: taxonomic revision of Northeast Pacific Halichondriidae reveals many cryptic introduced species","year":2025,"lang":"en","type":"dataset","venue":"DRYAD","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huntsman Marine Science Centre","funders":"","keywords":"Sympatric speciation; Reproductive isolation; Species complex; Clade; Habitat; Taxonomy (biology); Biogeography; Biodiversity","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001930035,0.001775179,0.004757919,0.002513357,0.0002163317,0.0002131795,0.003213997,0.001183391,0.00219982],"category_scores_gemma":[0.001467025,0.001775762,0.001130304,0.001859506,0.0006259469,0.0002926891,0.001237393,0.001615631,0.002246862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007915702,"about_ca_system_score_gemma":0.000568679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005812183,"about_ca_topic_score_gemma":0.001507651,"domain_scores_codex":[0.9896888,0.001433332,0.003805621,0.002140676,0.001658486,0.001273133],"domain_scores_gemma":[0.9870551,0.000756024,0.004017988,0.006935747,0.0008559037,0.000379278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009736323,0.000611975,0.0003370914,0.004183567,0.0006951064,0.00007173869,0.0003394835,0.00002219338,0.004843352,0.0001028981,0.9873121,0.0005068239],"study_design_scores_gemma":[0.001728502,0.0003558061,0.001523473,0.005097426,0.001331634,0.00003403567,0.001355889,0.00001496124,0.0009367256,0.0000590138,0.9862496,0.001312986],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02382048,0.002271022,0.000007338096,0.0001268842,0.001876845,0.002686834,0.9673061,0.0001659435,0.001738534],"genre_scores_gemma":[0.01278897,0.001665637,0.0006650413,0.0000682176,0.001007296,0.000117022,0.9782067,0.0002366765,0.005244419],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.01103151,"threshold_uncertainty_score":0.9994994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657963764823795,"score_gpt":0.2604305573413144,"score_spread":0.2438509196930765,"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."}}