{"id":"W3202648986","doi":"10.3389/fmars.2021.701218","title":"Life in the Fast Lane: Modeling the Fate of Glass Sponge Larvae in the Gulf Stream","year":2021,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"Horizon 2020; Fisheries and Oceans Canada; Executive Agency for Small and Medium-sized Enterprises; Horizon 2020 Framework Programme","keywords":"Pelagic zone; Biological dispersal; Oceanography; Cape; Population; Gulf Stream; Geography; Barrier island; Geology; Fishery; Shore; Archaeology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001777502,0.0001085428,0.0001317489,0.0000737314,0.00007845379,0.0000446648,0.001005472,0.00005105148,0.00000748194],"category_scores_gemma":[0.0007186037,0.00005724412,0.00003922783,0.0008828847,0.000243122,0.00001238584,0.0005080152,0.0002536477,6.050323e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001530085,"about_ca_system_score_gemma":0.0001974067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00029893,"about_ca_topic_score_gemma":0.0006767756,"domain_scores_codex":[0.998673,0.0001655809,0.0002240325,0.0003510213,0.0002974978,0.0002888927],"domain_scores_gemma":[0.9992768,0.00002131059,0.00005566422,0.0005478788,0.0000693175,0.00002909655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003154179,0.0004851682,0.8079332,0.0001061385,0.00003297594,0.0001153664,0.00279631,0.02438918,0.05800809,0.001595513,0.007499934,0.09672268],"study_design_scores_gemma":[0.003960346,0.0005935774,0.7274072,0.0001511265,0.00005764405,0.0001687862,0.0285694,0.1364436,0.04876051,0.009874508,0.04264074,0.001372586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933508,0.0004690967,0.0001967244,0.003257925,0.000279763,0.0001866024,0.00000440981,0.000001906562,0.002252789],"genre_scores_gemma":[0.996834,0.0003509142,0.001811666,0.0006350187,0.00008853646,0.000009372041,0.00001921344,0.000004793985,0.0002464906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1120544,"threshold_uncertainty_score":0.2334347,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009754541191877616,"score_gpt":0.2383288785687871,"score_spread":0.2285743373769095,"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."}}